{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "bMoe_6i9CVfd",
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     "end_time": "2020-03-26T01:04:38.185810",
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     "status": "completed"
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    "tags": []
   },
   "source": [
    "# Estimating The Mortality Rate For COVID-19\n",
    "> Using Country-Level Covariates To Correct For Testing & Reporting Biases And Estimate a True Mortality Rate.\n",
    "- author: Joseph Richards\n",
    "- image: images/corvid-mortality.png\n",
    "- comments: true\n",
    "- categories: [MCMC, mortality]\n",
    "- permalink: /covid-19-mortality-estimation/\n",
    "- toc: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 358
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    "colab_type": "code",
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     "status": "completed"
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    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# ! pip install pymc3 arviz xlrd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "gYLQETHHEsHR",
    "papermill": {
     "duration": 8.171782,
     "end_time": "2020-03-26T01:04:46.401423",
     "exception": false,
     "start_time": "2020-03-26T01:04:38.229641",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
     ]
    }
   ],
   "source": [
    "#hide\n",
    "\n",
    "# Setup and imports\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc3 as pm\n",
    "from IPython.display import display, Markdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-SYMy6oJMw9t",
    "papermill": {
     "duration": 0.021952,
     "end_time": "2020-03-26T01:04:46.436675",
     "exception": false,
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     "status": "completed"
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    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "\n",
    "# constants\n",
    "\n",
    "ignore_countries = [\n",
    "    'Others',\n",
    "    'Cruise Ship'\n",
    "]\n",
    "\n",
    "cpi_country_mapping = {\n",
    "    'United States of America': 'US',\n",
    "    'China': 'Mainland China'\n",
    "}\n",
    "\n",
    "wb_country_mapping = {\n",
    "    'United States': 'US',\n",
    "    'Egypt, Arab Rep.': 'Egypt',\n",
    "    'Hong Kong SAR, China': 'Hong Kong',\n",
    "    'Iran, Islamic Rep.': 'Iran',\n",
    "    'China': 'Mainland China',\n",
    "    'Russian Federation': 'Russia',\n",
    "    'Slovak Republic': 'Slovakia',\n",
    "    'Korea, Rep.': 'Korea, South'\n",
    "}\n",
    "\n",
    "wb_covariates = [\n",
    "    ('SH.XPD.OOPC.CH.ZS',\n",
    "        'healthcare_oop_expenditure'),\n",
    "    ('SH.MED.BEDS.ZS',\n",
    "        'hospital_beds'),\n",
    "    ('HD.HCI.OVRL',\n",
    "        'hci'),\n",
    "    ('SP.POP.65UP.TO.ZS',\n",
    "        'population_perc_over65'),\n",
    "    ('SP.RUR.TOTL.ZS',\n",
    "        'population_perc_rural')\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "phZcRKGJMzJ3",
    "papermill": {
     "duration": 0.043023,
     "end_time": "2020-03-26T01:04:46.493549",
     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "\n",
    "# data loading and manipulation\n",
    "\n",
    "from datetime import datetime\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "def get_all_data():\n",
    "    '''\n",
    "    Main routine that grabs all COVID and covariate data and\n",
    "    returns them as a single dataframe that contains:\n",
    "\n",
    "    * count of cumulative cases and deaths by country (by today's date)\n",
    "    * days since first case for each country\n",
    "    * CPI gov't transparency index\n",
    "    * World Bank data on population, healthcare, etc. by country\n",
    "    '''\n",
    "\n",
    "    all_covid_data = _get_latest_covid_timeseries()\n",
    "\n",
    "    covid_cases_rollup = _rollup_by_country(all_covid_data['confirmed'])\n",
    "    covid_deaths_rollup = _rollup_by_country(all_covid_data['deaths'])\n",
    "\n",
    "    todays_date = covid_cases_rollup.columns.max()\n",
    "\n",
    "    # Create DataFrame with today's cumulative case and death count, by country\n",
    "    df_out = pd.DataFrame({'cases': covid_cases_rollup[todays_date],\n",
    "                           'deaths': covid_deaths_rollup[todays_date]})\n",
    "\n",
    "    _clean_country_list(df_out)\n",
    "    _clean_country_list(covid_cases_rollup)\n",
    "\n",
    "    # Add observed death rate:\n",
    "    df_out['death_rate_observed'] = df_out.apply(\n",
    "        lambda row: row['deaths'] / float(row['cases']),\n",
    "        axis=1)\n",
    "\n",
    "    # Add covariate for days since first case\n",
    "    df_out['days_since_first_case'] = _compute_days_since_first_case(\n",
    "        covid_cases_rollup)\n",
    "\n",
    "    # Add CPI covariate:\n",
    "    _add_cpi_data(df_out)\n",
    "\n",
    "    # Add World Bank covariates:\n",
    "    _add_wb_data(df_out)\n",
    "\n",
    "    # Drop any country w/o covariate data:\n",
    "    num_null = df_out.isnull().sum(axis=1)\n",
    "    to_drop_idx = df_out.index[num_null > 1]\n",
    "    print('Dropping %i/%i countries due to lack of data' %\n",
    "          (len(to_drop_idx), len(df_out)))\n",
    "    df_out.drop(to_drop_idx, axis=0, inplace=True)\n",
    "\n",
    "    return df_out, todays_date\n",
    "\n",
    "\n",
    "def _get_latest_covid_timeseries():\n",
    "    ''' Pull latest time-series data from JHU CSSE database '''\n",
    "\n",
    "    repo = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/'\n",
    "    data_path = 'csse_covid_19_data/csse_covid_19_time_series/'\n",
    "\n",
    "    all_data = {}\n",
    "    for status in ['confirmed', 'deaths', 'recovered']:\n",
    "        file_name = 'time_series_covid19_%s_global' % status\n",
    "        all_data[status] = pd.read_csv(\n",
    "            '%s%s%s' % (repo, data_path, file_name))\n",
    "\n",
    "    return all_data\n",
    "\n",
    "\n",
    "def _rollup_by_country(df):\n",
    "    '''\n",
    "    Roll up each raw time-series by country, adding up the cases\n",
    "    across the individual states/provinces within the country\n",
    "\n",
    "    :param df: Pandas DataFrame of raw data from CSSE\n",
    "    :return: DataFrame of country counts\n",
    "    '''\n",
    "    gb = df.groupby('Country/Region')\n",
    "    df_rollup = gb.sum()\n",
    "    df_rollup.drop(['Lat', 'Long'], axis=1, inplace=True, errors='ignore')\n",
    "    \n",
    "    # Drop dates with all 0 count data\n",
    "    df_rollup.drop(df_rollup.columns[df_rollup.sum(axis=0) == 0],\n",
    "                   axis=1,\n",
    "                   inplace=True)\n",
    "\n",
    "    # Convert column strings to dates:\n",
    "    idx_as_dt = [datetime.strptime(x, '%m/%d/%y') for x in df_rollup.columns]\n",
    "    df_rollup.columns = idx_as_dt\n",
    "    return df_rollup\n",
    "\n",
    "\n",
    "def _clean_country_list(df):\n",
    "    ''' Clean up input country list in df '''\n",
    "    # handle recent changes in country names:\n",
    "    country_rename = {\n",
    "        'Hong Kong SAR': 'Hong Kong',\n",
    "        'Taiwan*': 'Taiwan',\n",
    "        'Czechia': 'Czech Republic',\n",
    "        'Brunei': 'Brunei Darussalam',\n",
    "        'Iran (Islamic Republic of)': 'Iran',\n",
    "        'Viet Nam': 'Vietnam',\n",
    "        'Russian Federation': 'Russia',\n",
    "        'Republic of Korea': 'South Korea',\n",
    "        'Republic of Moldova': 'Moldova',\n",
    "        'China': 'Mainland China'\n",
    "    }\n",
    "    df.rename(country_rename, axis=0, inplace=True)\n",
    "    df.drop(ignore_countries, axis=0, inplace=True, errors='ignore')\n",
    "\n",
    "\n",
    "def _compute_days_since_first_case(df_cases):\n",
    "    ''' Compute the country-wise days since first confirmed case\n",
    "\n",
    "    :param df_cases: country-wise time-series of confirmed case counts\n",
    "    :return: Series of country-wise days since first case\n",
    "    '''\n",
    "    date_first_case = df_cases[df_cases > 0].idxmin(axis=1)\n",
    "    days_since_first_case = date_first_case.apply(\n",
    "        lambda x: (df_cases.columns.max() - x).days)\n",
    "    # Add 1 month for China, since outbreak started late 2019:\n",
    "    days_since_first_case.loc['Mainland China'] += 30\n",
    "\n",
    "    return days_since_first_case\n",
    "\n",
    "\n",
    "def _add_cpi_data(df_input):\n",
    "    '''\n",
    "    Add the Government transparency (CPI - corruption perceptions index)\n",
    "    data (by country) as a column in the COVID cases dataframe.\n",
    "\n",
    "    :param df_input: COVID-19 data rolled up country-wise\n",
    "    :return: None, add CPI data to df_input in place\n",
    "    '''\n",
    "    cpi_data = pd.read_excel(\n",
    "        'https://github.com/jwrichar/COVID19-mortality/blob/master/data/CPI2019.xlsx?raw=true',\n",
    "        skiprows=2)\n",
    "    cpi_data.set_index('Country', inplace=True, drop=True)\n",
    "    cpi_data.rename(cpi_country_mapping, axis=0, inplace=True)\n",
    "\n",
    "    # Add CPI score to input df:\n",
    "    df_input['cpi_score_2019'] = cpi_data['CPI score 2019']\n",
    "\n",
    "\n",
    "def _add_wb_data(df_input):\n",
    "    '''\n",
    "    Add the World Bank data covariates as columns in the COVID cases dataframe.\n",
    "\n",
    "    :param df_input: COVID-19 data rolled up country-wise\n",
    "    :return: None, add World Bank data to df_input in place\n",
    "    '''\n",
    "    wb_data = pd.read_csv(\n",
    "        'https://raw.githubusercontent.com/jwrichar/COVID19-mortality/master/data/world_bank_data.csv',\n",
    "        na_values='..')\n",
    "\n",
    "    for (wb_name, var_name) in wb_covariates:\n",
    "        wb_series = wb_data.loc[wb_data['Series Code'] == wb_name]\n",
    "        wb_series.set_index('Country Name', inplace=True, drop=True)\n",
    "        wb_series.rename(wb_country_mapping, axis=0, inplace=True)\n",
    "\n",
    "        # Add WB data:\n",
    "        df_input[var_name] = _get_most_recent_value(wb_series)\n",
    "\n",
    "\n",
    "def _get_most_recent_value(wb_series):\n",
    "    '''\n",
    "    Get most recent non-null value for each country in the World Bank\n",
    "    time-series data\n",
    "    '''\n",
    "    ts_data = wb_series[wb_series.columns[3::]]\n",
    "\n",
    "    def _helper(row):\n",
    "        row_nn = row[row.notnull()]\n",
    "        if len(row_nn):\n",
    "            return row_nn[-1]\n",
    "        else:\n",
    "            return np.nan\n",
    "\n",
    "    return ts_data.apply(_helper, axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "id": "AlGjkxH9N4Bt",
    "outputId": "746bd546-5ded-4565-e10e-64aa5af0df0c",
    "papermill": {
     "duration": 2.184621,
     "end_time": "2020-03-26T01:04:48.690753",
     "exception": false,
     "start_time": "2020-03-26T01:04:46.506132",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropping 35/182 countries due to lack of data\n"
     ]
    }
   ],
   "source": [
    "#hide\n",
    "\n",
    "# Load the data (see source/data.py):\n",
    "df, todays_date = get_all_data()\n",
    "# Impute NA's column-wise:\n",
    "df = df.apply(lambda x: x.fillna(x.mean()),axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dwPgV5dBO1Ll",
    "papermill": {
     "duration": 0.013043,
     "end_time": "2020-03-26T01:04:48.717307",
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     "start_time": "2020-03-26T01:04:48.704264",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Observed mortality rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 618
    },
    "colab_type": "code",
    "id": "afCZhOL-OSOd",
    "outputId": "227444ff-df43-4936-e652-9974a7843a56",
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     "duration": 0.346827,
     "end_time": "2020-03-26T01:04:49.076809",
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    "tags": []
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   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Data as of 2020-03-23 00:00:00"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Overall reported mortality rate: 4.37%"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "\n",
    "display(Markdown('Data as of %s' % todays_date))\n",
    "\n",
    "reported_mortality_rate = df['deaths'].sum() / df['cases'].sum()\n",
    "display(Markdown('Overall reported mortality rate: %.2f%%' % (100.0 * reported_mortality_rate)))\n",
    "\n",
    "df_highest = df.sort_values('cases', ascending=False).head(15)\n",
    "mortality_rate = pd.Series(\n",
    "    data=(df_highest['deaths']/df_highest['cases']).values,\n",
    "    index=map(lambda x: '%s (%i cases)' % (x, df_highest.loc[x]['cases']),\n",
    "              df_highest.index))\n",
    "ax = mortality_rate.plot.bar(\n",
    "    figsize=(14,7), title='Reported Mortality Rate by Country (countries w/ highest case counts)')\n",
    "ax.axhline(reported_mortality_rate, color='k', ls='--')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Z5qTKZtBTTCb",
    "papermill": {
     "duration": 0.024384,
     "end_time": "2020-03-26T01:04:49.118859",
     "exception": false,
     "start_time": "2020-03-26T01:04:49.094475",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022138,
     "end_time": "2020-03-26T01:04:49.159207",
     "exception": false,
     "start_time": "2020-03-26T01:04:49.137069",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Estimate COVID-19 mortality rate, controling for country factors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SZeyDBm3O8g6",
    "papermill": {
     "duration": 0.03993,
     "end_time": "2020-03-26T01:04:49.213891",
     "exception": false,
     "start_time": "2020-03-26T01:04:49.173961",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import pymc3 as pm\n",
    "\n",
    "\n",
    "def initialize_model(df):\n",
    "\n",
    "    # Normalize input covariates in a way that is sensible:\n",
    "\n",
    "    # (1) days since first case: upper\n",
    "    # mu_0 to reflect asymptotic mortality rate months after outbreak\n",
    "    _normalize_col(df, 'days_since_first_case', how='upper')\n",
    "    # (2) CPI score: upper\n",
    "    # mu_0 to reflect scenario in absence of corrupt govts\n",
    "    _normalize_col(df, 'cpi_score_2019', how='upper')\n",
    "    # (3) healthcare OOP spending: mean\n",
    "    # not sure which way this will go\n",
    "    _normalize_col(df, 'healthcare_oop_expenditure', how='mean')\n",
    "    # (4) hospital beds: upper\n",
    "    # more beds, more healthcare and tests\n",
    "    _normalize_col(df, 'hospital_beds', how='mean')\n",
    "    # (5) hci = human capital index: upper\n",
    "    # HCI measures education/health; mu_0 should reflect best scenario\n",
    "    _normalize_col(df, 'hci', how='mean')\n",
    "    # (6) % over 65: mean\n",
    "    # mu_0 to reflect average world demographic\n",
    "    _normalize_col(df, 'population_perc_over65', how='mean')\n",
    "    # (7) % rural: mean\n",
    "    # mu_0 to reflect average world demographic\n",
    "    _normalize_col(df, 'population_perc_rural', how='mean')\n",
    "\n",
    "    n = len(df)\n",
    "\n",
    "    covid_mortality_model = pm.Model()\n",
    "\n",
    "    with covid_mortality_model:\n",
    "\n",
    "        # Priors:\n",
    "        mu_0 = pm.Beta('mu_0', alpha=0.3, beta=10)\n",
    "        sig_0 = pm.Uniform('sig_0', lower=0.0, upper=mu_0 * (1 - mu_0))\n",
    "        beta = pm.Normal('beta', mu=0, sigma=5, shape=7)\n",
    "        sigma = pm.HalfNormal('sigma', sigma=5)\n",
    "\n",
    "        # Model mu from country-wise covariates:\n",
    "        # Apply logit transformation so logistic regression performed\n",
    "        mu_0_logit = np.log(mu_0 / (1 - mu_0))\n",
    "        mu_est = mu_0_logit + \\\n",
    "            beta[0] * df['days_since_first_case_normalized'].values + \\\n",
    "            beta[1] * df['cpi_score_2019_normalized'].values + \\\n",
    "            beta[2] * df['healthcare_oop_expenditure_normalized'].values + \\\n",
    "            beta[3] * df['hospital_beds_normalized'].values + \\\n",
    "            beta[4] * df['hci_normalized'].values + \\\n",
    "            beta[5] * df['population_perc_over65_normalized'].values + \\\n",
    "            beta[6] * df['population_perc_rural_normalized'].values\n",
    "        mu_model_logit = pm.Normal('mu_model_logit',\n",
    "                                   mu=mu_est,\n",
    "                                   sigma=sigma,\n",
    "                                   shape=n)\n",
    "        # Transform back to probability space:\n",
    "        mu_model = np.exp(mu_model_logit) / (np.exp(mu_model_logit) + 1)\n",
    "\n",
    "        # tau_i, mortality rate for each country\n",
    "        # Parametrize with (mu, sigma)\n",
    "        # instead of (alpha, beta) to ease interpretability.\n",
    "        tau = pm.Beta('tau', mu=mu_model, sigma=sig_0, shape=n)\n",
    "        # tau = pm.Beta('tau', mu=mu_0, sigma=sig_0, shape=n)\n",
    "\n",
    "        # Binomial likelihood:\n",
    "        d_obs = pm.Binomial('d_obs',\n",
    "                            n=df['cases'].values,\n",
    "                            p=tau,\n",
    "                            observed=df['deaths'].values)\n",
    "\n",
    "    return covid_mortality_model\n",
    "\n",
    "\n",
    "def _normalize_col(df, colname, how='mean'):\n",
    "    '''\n",
    "    Normalize an input column in one of 3 ways:\n",
    "\n",
    "    * how=mean: unit normal N(0,1)\n",
    "    * how=upper: normalize to [-1, 0] with highest value set to 0\n",
    "    * how=lower: normalize to [0, 1] with lowest value set to 0\n",
    "\n",
    "    Returns df modified in place with extra column added.\n",
    "    '''\n",
    "    colname_new = '%s_normalized' % colname\n",
    "    if how == 'mean':\n",
    "        mu = df[colname].mean()\n",
    "        sig = df[colname].std()\n",
    "        df[colname_new] = (df[colname] - mu) / sig\n",
    "    elif how == 'upper':\n",
    "        maxval = df[colname].max()\n",
    "        minval = df[colname].min()\n",
    "        df[colname_new] = (df[colname] - maxval) / (maxval - minval)\n",
    "    elif how == 'lower':\n",
    "        maxval = df[colname].max()\n",
    "        minval = df[colname].min()\n",
    "        df[colname_new] = (df[colname] - minval) / (maxval - minval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 228
    },
    "colab_type": "code",
    "id": "W8t6hN76TiCE",
    "outputId": "83c6739f-2868-4b53-b36e-78283e58ea14",
    "papermill": {
     "duration": 253.618745,
     "end_time": "2020-03-26T01:09:02.851989",
     "exception": false,
     "start_time": "2020-03-26T01:04:49.233244",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Only 300 samples in chain.\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (3 chains in 2 jobs)\n",
      "NUTS: [tau, mu_model_logit, sigma, beta, sig_0, mu_0]\n",
      "Sampling 3 chains, 370 divergences: 100%|██████████| 1200/1200 [01:29<00:00, 13.34draws/s]\n",
      "There were 90 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The acceptance probability does not match the target. It is 0.6668627006151769, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "There were 55 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The acceptance probability does not match the target. It is 0.6360694355034434, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "There were 224 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The acceptance probability does not match the target. It is 0.2716568359644714, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "#hide\n",
    "\n",
    "# Initialize the model:\n",
    "mod = initialize_model(df)\n",
    "\n",
    "# Run MCMC sampler1\n",
    "with mod:\n",
    "    trace = pm.sample(300, tune=100,\n",
    "                      chains=3, cores=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 572
    },
    "colab_type": "code",
    "id": "avV7l1JWTtAp",
    "outputId": "786c8ebb-d672-4ef1-d16b-b6ffbe8d168f",
    "papermill": {
     "duration": 4.583064,
     "end_time": "2020-03-26T01:09:07.736514",
     "exception": false,
     "start_time": "2020-03-26T01:09:03.153450",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COVID-19 Global Mortality Rate Estimation:\n",
      "Posterior mean: 1.16%\n",
      "Posterior median: 0.93%\n",
      "95% posterior interval: (0.16%, 3.00%)\n",
      "Probability true rate less than reported rate (4.37%) = 99.67%\n",
      "\n",
      "Posterior probability density for COVID-19 mortality rate, controlling for country factors:\n"
     ]
    },
    {
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CpfywgWEYGhPjskw6nmXSAAAAAACgLAJGNLh3l+7TD1uPOsbPXdlPncMDbawIFRnTq63j+Ne9KTZWAgAAAAAAPBUBIxrUkvhkvbpgl2P8x3OjNHkY3Yk91cjubWQUTyzdejhdp3Ly7S0IAAAAAAB4HAJGNJj9JzJ17+ebZBb3ChnRNVzPXNHX3qJQqdBAX/XvECpJKjKlNftTba4IAAAAAAB4GgJGNIjTOfm6/ZP1Op1TIEnqEBqgd28YKl9vfgU93cjurR3HK/exTBoAAAAAALgj3UG9Kyoy9cAXcdp3wmrq4u/jpQ/+OFxtgv1trgxVcZ5LwLhq30kbKwEAAAAAAJ6IgBH17s2Fu7VwZ7Jj/MqkgRrQKdTGilAdI7qGy6e4w3f8sdNKycy1uSIAAAAAAOBJCBhRb0zT1OsLdukfi/c6zt3+m66aOKSjjVWhugL9fDSkSyvHePV+ZjECAAAAAAAnAkbUi9yCQj345Wa3cPE3PdvosUt621gVauq87m0cxytZJg0AAAAAAFwQMKLOZWTn66Z/r9XsTUmOcxfEtNV7Nw6TD01dGiW3Ri97afQCAAAAAACcSHtQpw6lZmvS+yu1en+q49z1Izprxk3DFezvY2NlqI0hXVopwNf6x0XCyWwlpZ+xuSIAAAAAAOApCBhRZ+IOpeuqd1dob3Km49xjl/TW368aIF9mLjZq/j7eio0Od4zpJg0AAAAAAEqQ+qDWsvMK9NK8nZr83kqlZOZJkvy8vfT29UP0lzHdZRiGzRWiLpznukx6H8ukAQAAAACAhTWrqJXF8cf19Lfb3ZbMtgr01Yd/Gu424w2N38jubSTtkmTNYDRNk/AYAAAAAAAQMKJmjmac0d/m7tD87cfczo/oGq5pkwYquk2QTZWhvvTv0FIh/j46nVugoxk5SjiZra78OQMAAAAA0OwRMKJa9p/I1Dcbk/TRigPKyit0nA8L9NVfJ/TR5GGdmNXWRPl4e+mcbuFauDNZkrRibwoBIwAAAAAAIGDE2aVl5em7LUf0zcYkxR1KL3P9muGd9PilfRQe5GdDdWhII7u3cQSMq/ad1I3nRtlcEQAAAAAAsBsBI8pIzcrTzqOntPPoKa05kKqlu6Zi7vgAACAASURBVJKVX2iWeV6PdsF6cWJ/ndOtdTl3QVM0sofzz3rV/pMqKjLl5cWMVQAAAAAAmjMCxmYsv7BIB1KyisPE045QMfl0boWv8fU2NLZXO109tKPG9YmQrzeNyJuTmHYhah3kp5NZeUrNytOu46fVp31Lu8sCAAAAAAA2ImBsJlxnJe48elrxx05pz/FM5RUWVen1gzu30qShHXX5wA4KYyl0s+XlZejc7q31w5ajkqSV+04SMAIAAAAA0MwRMDYxrrMSdxw9pfjimYmVzUoszd/HS70iQ9QnsqV6tw/R6Ji26tY2uB6rRmMy0iVgXLUvRbee39XmigAAAAAAgJ0IGBsx0zS18WC6Nh1Mq9GsREnqEBqgPu2tILFP+5bqHdlSXdsEyZt99VCBUd3bOI7X7E9VQWGRfFgqDwAAAABAs0XA2AilZuXp6w2H9dnag9qfklWl17jOSuzTPkS927dUn8iWCg30redq0dREtQ5Uh9AAHcnI0encAm1NytCQLmF2lwUAAAAAAGxCwNhImKap1ftT9dnag5q/7VilsxSZlYj6ZBiGzuveRl9vPCzJ2oeRgBEAAAAAgOaLgNHDmaapRTuT9cr8eO1JzixzPdjfRxf1i9DAjqHMSkSDOa97a0fAuOZAqu4aa3NBAAAAAADANgSMHmzr4Qy9+OMOrd6fWubaoM6tdMOILrpsYHsF+fPHiIZ1Ttdwx/HGxDQVFpnMkAUAAAAAoJkimfJAR9LP6NWfdumbTUlu54P8vHX10E66bkRn9esQalN1gNQprIUiWwbo2KkcZeYWaOfRU+rfkd9JAAAAAJJm3eo8njzDvjoANBgCRg9yJq9Q7y7dq3/9sl+5Bc49Fr29DN1wThfdN66nWgf721ghYDEMQ7Fdw/Xd5iOSpLUHUgkYAQAAAABopggYPcTCHcf17NztSko/43Z+fJ8IPTGht7q3DbapMqB8I6LDHAHjuoRU3XJ+V5srAgAAAAAAdiBgtFlS+hk9N3e7ft5x3O18/44t9dcJfTSyexubKgMqF+uyD+O6hFSZpinDYB9GAAAAAACaGwJGm+QVFGnG8gP6x6I9OpNf6DjfKtBXj1/SW9cM7ywvmmbAg8W0C1FoC19lnMlXSmaeDqRkqRszbQEAAAAAaHYIGG0Qdyhdj83aol3HT7udv3Z4Zz12aW+FB/nZVBlQdV5ehoZHhWlRfLIkaxYjASMAAAAAAM0PAWMDyskv1Os/79b0X/eryHSe7x0Zohcm9tfw6PCKXwx4oNiu4Y6Ace2BNF0b28XmigAAAAAAQEMjYGwgaw+k6rGvt+hASpbjXAtfbz10UYxuHhktH28vG6sDaiY22n0fRgAAAAAA0PwQMNazzNwCTZsfr09WJbqdH9WjtV6+eqA6hwfaVBlQewM6hirA10s5+UU6mJqtYxk5igwNsLssAAAAAADQgAgY64lpmvpp+3E9/912HcnIcZwP8ffRk5f10bWxnem4i0bPz8dLgzu30ur91uzFtQmpunJQB5urAgAAAAAADYmAsR4cPJmtZ+du05JdJ9zOj+vdTi9c1V/tQ1vYVBlQ90ZEhzsCxnUHCBgBAAAAAGhuCBjrUG5Bof61bL/+uWSvcguKHOdbB/np6cv76neDOzBrEU1ObFf2YQQAAAAAoDkjYKwDhUWmFmw/pmk/7XJr4mIY0h9GdNEjF/dSq0A/GysE6s/QLmHy9jJUWGRq1/HTysjOV2igr91lAQAAAACABkLAWAsZZ/L15bpD+nhVgg6nnXG71q9DS70wsb+GdAmzpziggQT5+6hfh5bacjhDpimtT0zVuD4RdpcFAAAAAAAaCAFjDRxIydLMFQf01YbDys4rdLsW4u+jhy/upRvPjZK3F8uh0TzERodry+EMSVajFwJGAAAAAACaDwLGszBNUwdTs7UuIU0bElO1PiFNe5IzyzwvLNBX14/ooptHRatdSIANlQL2iY0O14zlByRZjV4AAAAAAEDz0ewDxg+W7dOGxLRyr+UXFmlr0imlZOZW+PqYiGDdMqqrJg7pqABf7/oqE/BosdHOrQC2JmUoJ7+Qvw8AAAAAADQTzT5g3HI4Qwt2HK/Wa3y8DF0Q01a3jOqqUT1a0xkazV7rYH91bxukfSeylF9oatPBdJ3XvbXdZQEAAAAAgAbQ7APGqggJ8NGwqDANjwrT8OhwDerUSi38mJ0FuBrRNVz7Tlhd1NclpBIwAgAAAADQTDT7gPH2C7rpikEdyr1mGFKX8ED1igiRFw1bgErFRofrs7WHJFkBIwAAAAAAaB6afcA4uHMrqbPdVQCNX2x0uON4Y2KaCgqL5OPtZWNFAAAAAACgIfBf/wDqRKewFmofanVQz8or1I6jp2yuCAAAAAAANAQCRgB1wjAMt1mMaw+wTBoAAAAAgOaAgBFAnYnt6gwYNySm2VgJAAAAAABoKASMAOrM8Kgwx/G6hDSZpmljNQAAAAAAoCEQMAKoMzERIQrxt3pHpWTm6mBqts0VAQAAAACA+kbACKDOeHsZGuIyi3F9AsukAQAAAABo6ggYAdSpWNeAkX0YAQAAAABo8ggYAdSpYdHOgHFDIp2kAQAAAABo6ggYAdSpwZ1bydvLkCTtPp6pjOx8mysCAAAAAAD1iYARQJ0K9PNRvw4tHeONB1kmDQAAAABAU0bACKDODXPZh3FdAsukAQAAAABoyggYAdS54VHhjmMavQAAAAAA0LQRMAKoc8NdGr1sPpSuvIIiG6sBAAAAAAD1iYARQJ2LaBmgzuEtJEm5BUXafiTD5ooAAAAAAEB9IWAEUC9cl0lvYJk0AAAAAABNFgEjgHrh2uhlfQIBIwAAAAAATRUBI4B64boP4/rENJmmaWM1AAAAAACgvhAwAqgXMe1CFBLgI0lKycxV4slsmysCAAAAAAD1gYARQL3w8jI0tIv7LEYAAAAAAND0EDACqDfDXfZh3JCYamMlAAAAAACgvhAwAqg3w6OdnaRp9AIAAAAAQNNEwAig3gzu3Eo+XoYkaU9yptKz82yuCAAAAAAA1DUCRgD1poWft/p1aOkYbzzILEYAAAAAAJoaAkYA9WpYFMukAQAAAABoyggYAdSr4dEunaQJGAEAAAAAaHIIGAHUK9dO0psPpyuvoMjGagAAAAAAQF0jYARQr9q1DFDn8BaSpNyCIm07kmFzRQAAAAAAoC4RMAKod7Eu+zBuYJk0AAAAAABNCgEjgHo3zHUfxsRUGysBAAAAAAB1jYARQL0b7jqDMTFNpmnaWA0AAAAAAKhLBIwA6l3PdsFqGeAjSUrJzFPiyWybKwIAAAAAAHWFgBFAvfPyMjTUpZv0ugSWSQMAAAAA0FQQMAJoEMNdAsYNiTR6AQAAAACgqSBgBNAghkc792FcT8AIAAAAAECTQcAIoEEM6tRKPl6GJGlvcqbSs/NsrggAAAAAANQFH7sLAGxjmtLmz6W4/0nHtkp5WVJQWyn6fOn8+6WIfuW/7thWadU7UsJyKfO45NtCiugvDblRGnS9ZBhVr2H2X6TNn1btuc9lOI/3LJR+mSYlx0u+AVKnWGn8c1Kbnu6vKcyXPrhASt4p3bpA6jyi6rXVFdOUtn6lFhs/0Sb/TfIrytUxM0yZ34xXqyuekkI7Vv+e2anSirekXfOk9IOSt6/Utpc08Fpp2BTJ+yz/aNv5vfTFDe7nXL/f8hQWSNPHSUfjnOdGPy6NfaL69ddGXra0+l1px7fSyf3WudbdpL4TpfPusn4fqyonQ/r1NSlpo5SWIGWftH5nAkKltr2l3pdJw6eUveeWL6VV/5RO7rOe2/UCadwzUssO7s87ky69M0LKOSXdtVoKi67NJwcAAAAAeCgCRjRPhfnSl3+Sdv3ofv70EWnrl9L22dKkD6V+V7lf3/yFNOcuqSjf5V55UuIK62fXPGnyR2cPuGpj/1Lpf5MlmVJgayn3tBT/vXRwtXTnaim4rfO5K9+WkndYoZsd4WJRkTR7qvWdSgqRJEOKMpKlvZ9K7/0g3fiN1Gl41e95cp/08ZXSqcPOcwVnpMPrrJ+d30l/+KLioC07Vfr+gep/lhVvuIeLdshKkT75nXR8m/v5Y1utn+2zpT/NkYLaVP1+K94qez47RUpcbv1smyVNmSf5+FvXNv5Hmnu3dRzUTso6IW3+TDq8Xvrzr+7f+8LnrBB+3LOEiwAAAADQhLFEGs3Tyrfdw8W+v5PGPCF1LA66ivKlb++UUg84n5N+UJp7jzNcbBMjjX5MGnyjZHhb53bOlVb+o+p19J8k/fb/yvl5XvIJcD6vx3jn8ap3JZlSl/Okh3ZJ98ZJ/qFWKLT5M+fz0hKkZdOk4AhrdmN9ys+Rtn0tbfnK/fzaDxzhoiQldblSb+RP0sGi4hA0J0P68iYpN7Nq71NUJM26xRkuBraRfvOwFHub5FUc6h5YJi16vuJ7zHtMykqu4gcrlrzT+i7rUkXfWWW+u88ZLvoGSefdLY28xzqWrGvf3Ve9OkI7S/0nS6Put2Yhxt5ufa8lkjZYoW2JVe9Yj/0nSQ/vlqb+Ihle0sk90u6fnM87tFbaMFNq19eqEQAAAADQZDGDEc1TnMuy5J4XSdd8Yh2Puk96va90JlXKL16KOuH/Wde2zpIKc61jw1u66XspJMIa+wZI66Zbxyvftpaqlsz4qkzP8dZPabvmSQU5zrFrQJOeaD12PsdaGhwSYS2NTlpvhaAlfnjImtl38T+lFq3OXktNHFxtfZfbv5VyM6Rz/iIN/L11rbBAWv6G87mDrpfv+Df11ouLNLvofC3xe1DehmmFhZs/k0bcfvb32/uz+yzC339kLc+VrNmcy16xjtfNkC54RAoMd3/9rnnOwLPXZdKuH87+nkWFVthcmCd1GCKdPm7NdK2pyr6zyiTvtGaqlpgwzVqWL1nLmefcZR3Hf28tnW/X++z3bN1demBb2fMDJkv/vtg5zjjkPC75/YsaZW0H0K6PFUhmJTt//woLpO/ut46veMv6PQUAAAAANFnMYETzVBKSSNYMqxK+LaTwbs7xngXlvyawtTNcLH2PM6nWrK/aWPlP53HkQKnbGOe4ZKnpwdXWUu/Tx6WU3cXXoqzHbV9LexdaMx8HTK5dLaWlJUhLX5beGmyFUBs/toIybz/n+0vSkU3W8tgSvS9Xu5AAdQkP1EEzQrvNzs5ru+ZV7b1dn1ey95/j/pc5jwtzpX2L3V97Js0Zeg24xv35lVn5D+nIRuvzTXzPOVOyOqr6nVWm9HfU+3KX41KfpfTS/6oqzJfSEt1nwkpS2z7O45Lfv4Tl1v6ayTut2bOS87OseltK3i4Nu9mepfkAAAAAgAbFDEY0T/4tnaHIiXjn+fwcKc1lWXRagtVUwy/Qek2J7JNSZrIU3M4aJ+90v3/yDilqZM1qO7LJ2vuuxMh73a+fe6e1FPXQaum1XlbN+VnWLLJB11vLjuc/Ifm0kC57rWY1lJZzymoqEveZdHCVJNM6b3hJXUZaIWa/iVKLMOdrSu8TWBw+DY8O08HUbB0y26qPime8Je+oWh3HtzuPW3Vxv9aqVFBX+p7zn5Ayj1lLxi99pWqh5ondVjAoSWMet2brVVVNvrPKuH72gFD3Waktwqxl8rnFjWqq+n2W2DpL+vrW8q/1nSjFuMxmPO8ua7bk9m+sfUfPpEtmkbVlQM+LrYCyoZbmAwAAAAA8AgEjmqeYS6S4/1rHu+dLX91szdLau9AKD13lZFgBY8wlzv0VzULp4yus8OVUUtkZX2fSa17byredx6Gdyzaa6TZaumFWcRfpnZJfkNR9rNVII6iN9P2D7o01jm62uiZnn7RCuYHXSi3bV62WY1ul5W9K8T9Yy61LRA6UBvzeCslKdw4ucSbNfewXLEkaHhWubzYmKVMuzUCyU6tWj+s9/ULcr/mXGrvec/cC55/R5W+WXTpdnqIiac6d1lL1DkOtPQqrojbfWWUq++yS5B/sDBir+n2ezYip0sUvundGH3Kj5OXr7CId1EaK/o00/llrq4AfHrK2F7jybSsETVgu7flZysuUWveUBl1b9VAVAAAAANAoEDCieRr3jJTwi3PPuO2zJc0u/7kleylGj7K6MW/4yBqfiJeWvVz5a6or/ZC0Y45zfM6fy+9IXdHejYfWWfWVNNbY+Ik09145Zs9J0q+vSTf/ILUfePZ6dn5vdRGWpKC21ucf8HupbUy1PpbFqmF4tBUuGa411Uip15sV3C8nw9n4ZOC1Uu8JVbv9qn9aXam9/aWJ70pe3lV7XZ1+ZxUp57NW9Pmrov0gq7lQQY6Uut9q6pKXaTXpObJJuuFL91Bw0LXWT2nbvrH2ySxZmr/4RSsId7XiTem2RVJox5rXCwAAAADwKOzBiOYpJEK6Y5l07l3WLD9vPymkg9TnSmvfuBI+AdZy1BJXvClNfF/qNMLq3Ovf0uo8fcnLklxmeQVH1qyu1e9JRQXWsX+oNOymqr+2sED6/n4raLriLSn3tLUsWKY09inpsUSroU3uKWuWWVW4zlzLOmHN8Nz7s3Tq6NlfW3qWWl6WJKlH22C1DPBRkFya2FRlRmHpe+aV6jxdelxyz19fs5qylCyNrorsVGnJ363jMY9Vb2l0bb6zylT22SXH9yup6t9niTY9pVH3SqMfla56X7pjqbXEXpIOr61aB+3SS/NP7LK+e8nau/KRfVaQefqo9PMz1asPAAAAAODRmMGI5iswXLrk79aPq0+vcx53HFZ25trg660fVzvmym1WWefY6teTk2HNOCwx7Kayy34rs+qf1r6Hw6ZYjTX2LXYGUSNut5arDv2T1bgmaYNUkHv2mZaj7rfCp82fS3sXWc1OjmyUFjxldREeMNkKZcsLtCL6u4/TEqXIAfLyMjQsKkydDyQ7r7k2yalMRD8r8JKktIPu19IS3Mcl98w8Ufx4XHoluuJ7P1ccJD+WaIWzJcubFz1v/ZRn2cvWzzl/kS4tns1am++sMhH9nDMjczKsJdMloWN2qnN5tOtnr6k2Pa2fY1usccKvZ3/Nwr9Ze1yWLM3fMNPaSiAgVBr8B+s5A6+1luwnrqxdfQAAAAAAj8IMRjRPRYVWSFPa9tnSbpfmH4NKBYnl7W2XmSz9/LRz3GWks9OuJB341QqvSn7SEsvcQpK04WMp77R17OUrnfuXKn0USdZS72WvuDfWcJ3R5u1b/OhnPZqF1j55Z+MbIPWfJN3wlfRQvHTRi1ZwaBZZodN390mvxkifXitt+cr9PTsMcZ/JGf+943Bcu9PqZRx2Xut1qfM4LdH9+zrwa/nPy82QDvziHO+c6/J5/aXuF57989WH2nxnlXH97JK1x2MJ188uSb1cloFv+p/79+lq3xIp/4zKSN0vndzrcsIo+xxXh9e7L82XnJ/Ltet2ye9feTMwAQAAAACNFjMY0TzlnrY6MHcfJ7XtZc1SPBJnLWUt0XGYNOg699fNvUfKOCR1PtfaXy/joLVnYklY6eVrNcWorsICac37znH/SdVrBPLDw+6NNSSpbW/n9fgfpYG/d4ZSwZHVb7QR3E4aebf1c2yr1R1561dSVrLVKGf3fKvD9SUvWc/39pHOv1+a/7g13vyZtXw7vKsm7/yPvAxrxudxo40iSge5FenxW6n9YOlonDX+aoq1pP1MmjVjrkTsbc4Zgh2Hlh9oZRyy9hcs0efK4rr9rMY5JePS9i50hrNtelm/P5EDyn9udb+zyrTrI/W+3BnU/vioswP6uhnO5/W+XGrXu+zry/PLq9aMwu5jrCZHPn5WwLtjrnsA7dpFurTCAuk7l6X5JWF2217WY/ZJ6eAaqVOss3N32yrWBwAAAABoFAgY0XwV5Ei7frB+SoscKF33qTMsKWGaViBzdHPZ1/i0kCZ9aAVa1bX9G6sbdYmSWWBVeu1sac9PzsYaJdr0tLpc7/hWmn2HtOBJa5mwJI1+pPo1uoocIF0yQPrt89K+RVZ4uGte2UYjI6Zay7G3fmWNt3wuSQoovnzKDNTU3Hv1UYGfwqrSF8fLS5r8b6uD96kkKTtF+vVV9+d0vUAa5zKjdMTt1k9pm/5ndYkuce1/nMd+ge5jV28MsIJlyerwPfaJKhSuqn9nlbniLSn1gJS8XcrPcu84Lknt+lnPqY6801ZTl53flX+96wXSbyrZs3P1O9Lxrc6l+SW6XWjtT5q0Xpp5mbVUOjvFunZBLX//AAAAAAAehYARzZNvoDTyXilxhbW8+Ey65B9sLWXtd5W1V2HpcFGSBl5jLS8+vl3KSrEaeoR2lnqMk867SwrtVLN6XIOibmOlyP4VP9dVzin3xhql/e4daxbdjjnW8u7w7tKIO6wZfnXB28ea3RZzsfUduoakkhUIXv2h1Vxmw8fWLL6CM1JIe83L6a+/pV+iY2qtDYlpGt83omrv2bq79OflVjfi+B+tmYhevlaX5kHXW0FXeZ23PcXZvrPKBLWRbltohXrbv7WWMktSeDep30SraZFfYNXvN/JuKTxaStpkhc856dZ3GRJhhez9r7ZCaqOCJdLpB6WlL7svzS/h5SVd/7m19+Sen6xZvu36Sb95UIq5qOo1AgAAAAA8nmFWPnumGlNrAKDqXvh+h6YvPyBJ+vPo7nr8UpbNAgAAAE3CrFudx5NnVPw8AI1NhRv00+QFgC2GRzv3gNyQWE7zHAAAAAAA0CgQMAKwxbCocMfx5sMZyi0otLEaAAAAAABQUwSMAGzRNsRfUa2t/QLzCoq0LSnD5ooAAAAAAEBNEDACsM1wl1mM6xLSbKwEAAAAAADUFAEjANuM6Orch3HdAfZhBAAAAACgMSJgBGCb4dHOGYzrE9NUVETjegAAAAAAGhsCRgC26dYmSG2C/SRJGWfytSc50+aKAAAAAABAdREwArCNYRhu+zCuTWCZNAAAAAAAjQ0BIwBbDY927sO4noARAAAAAIBGh4ARgK1GdHXpJE2jFwAAAAAAGh0CRgC26tu+pQL9vCVJRzJydDgt2+aKAAAAAABAdRAwArCVj7eXhnZxXSadZmM1AAAAAACguggYAdguNppGLwAAAAAANFYEjABsF9vVOYORfRgBAAAAAGhcCBgB2G5I5zD5eBmSpD3JmUrLyrO5IgAAAAAAUFUEjABs18LPW/07hjrG6xPZhxEAAAAAgMaCgBGARxjR1bkP4zr2YQQAAAAAoNEgYATgEYZHuezDSMAIAAAAAECjQcAIwCO4dpLeejhDZ/IKbawGAAAAAABUFQEjAI8QFuSnnu2CJUkFRaY2HWIfRgAAAAAAGgMCRgAeY7jLLMb1CQSMAAAAAAA0BgSMADzGiK7swwgAAAAAQGNDwAjAY7juw7gxMU0FhUU2VgMAAAAAAKqCgBGAx+jYqoXahwZIkrLyCrXz6GmbKwIAAAAAAGdDwAjAYxiG4TaLcS3LpAEAAAAA8HgEjAA8SmxXZ8C47gABIwAAAAAAno6AEYBHGeHaSToxVaZp2lgNAAAAAAA4GwJGAB6lZ7tghbbwlSSlZOZpf0qWzRUBAAAAAIDKEDAC8CheXu77MK7ef9LGagAAAAAAwNkQMALwOOd2cwaMq/YRMAIAAAAA4MkIGAF4nPO6t3Ycr97PPowAAAAAAHgyAkYAHqdPZEu1CizZhzFXe5Mzba4IAAAAAABUhIARgMfx8jJ0Tlf2YQQAAAAAoDEgYATgkc7t5lwmvYqAEQAAAAAAj0XACMAjld6HsaiIfRgBAAAAAPBEBIwAPFJMuxCFB/lJklKz8rQ7+bTNFQEAAAAAgPIQMALwSF5ehs7t5tyHcdU+lkkDAAAAAOCJCBgBeCzXfRhp9AIAAAAAgGciYATgsc5zCRjXHGAfRgAAAADA/2fvvqOjKvM/jn/uzGQy6QkkIUAgdJHeQUCKiqCgLlbsINh17WX5uSu4srLqui52paoriIgNhRWlSBEJIAjSCSG0AAHSmclkZn5/BAYiLUDInUzer3PmZO5zn7nznXBOcvnkKQhEBIwAAlajxEjFR4ZKkrIL3VqXmWtyRQAAAAAA4I8IGAEELMNgHUYAAAAAAAIdASOAgFZ6HcYDJlYCAAAAAABOhIARQEC7qOGx6zDul4d1GAEAAAAACCgEjAACWoP4CCVGlazDmOcs1tpdrMMIAAAAAEAgIWAEENAMwyg1ivHntCwTqwEAAAAAAH9EwAgg4F10zDqMbPQCAAAAAEBgIWAEEPCO3eglNf2gij1eE6sBAAAAAADHImAEEPBSqoerZoxDkpTvKtYa1mEEAAAAACBgEDACCHiGYTBNGgAAAACAAEXACKBS6FJqoxcCRgAAAAAAAgUBI4BK4dgRjMvSD6iomHUYAQAAAAAIBASMACqFOtXClRwXJkkqLPJoRcZBkysCAAAAAAASASOASqRnkwT/8/kb95lYCQAAAAAAOIKAEUClUSpg3EDACAAAAABAICBgBFBpdG0UrxCrIUlauztXe3OdJlcEAAAAAAAIGAFUGpGhNnVIqeY/Zpo0AAAAAADmI2AEUKn0vIB1GAEAAAAACCQEjAAqlWPXYVywKUser8/EagAAAAAAAAEjgEqlaVKUEqNCJUk5h9xatSPb5IoAAAAAAKjaCBgBVCqGYbCbNAAAAAAAAYSAEUClwzqMAAAAAAAEDgJGAJVO90bxshglz1ftyNbBgiJzCwIAAAAAoAojYARQ6cSG29WmTqwkyeeTftrEKEYAAAAAAMxCwAigUurZJNH/nGnSAAAAAACYh4ARQKV07DqMP23MktfrM7EaAAAAAACqLgJGAJVSq9oxqhZhlyRl5bu0dneuyRUBAAAAAFA1ETACqJQsFkMXN473HzNNGgAAAAAAcxAwAqi0ejY5Ok2agBEAAAAAAHMQMAKotC5ufDRgXLHtoHKdbhOrAQAAAACgaiJgBFBpJUSFqkXtaElSsdenxZv3m1wRAAAAAABVDwEjgEqNadIAAAAAAJiLgBFApdazxPyIkwAAIABJREFUSaL/+bwNe+Xz+UysBgAAAACAqoeAEUCl1rZurKIdNknS7hyn1uzMNbkiAAAAAACqFgJGAJVaiNWiyy6s4T+e9ftuE6sBAAAAAKDqIWAEUOn1bZHkf/6/3/eYWAkAAAAAAFUPASOASq9H4wQ5Qkp+nG3em6/Ne/NMrggAAAAAgKqDgBFApRdmt6rXMZu9MIoRAAAAAICKQ8AIICj0KzVNOtPESgAAAAAAqFoIGAEEhd5NE2WzGJKk33bkaGf2IZMrAgAAAACgaiBgBBAUYsJC1LVRvP/4f2sYxQgAAAAAQEUgYAQQNPo1Z5o0AAAAAAAVjYARQNDo06yGjJJZ0kpNP6CsfJe5BQEAAAAAUAUQMAIIGglRoeqQEidJ8vqkH9aymzQAAAAAAOcbASOAoNKXadIAAAAAAFQoAkYAQeXYgHHR5v3KdbpNrAYAAAAAgOBHwAggqNSpFq7mtaIlSUUer+au32tyRQAAAAAABDcCRgBB59jdpL//nXUYAQAAAAA4nwgYAQSdfi2OBoxzN+yV0+0xsRoAAAAAAIIbASOAoNMoMVIN4iMkSYVFHi3YlGVyRQAAAAAABC8CRgBBxzAM9T1mFOOsNewmDQAAAADA+ULACCAolV6HMVOFRcUmVgMAAAAAQPAiYAQQlFolx/inSee5ivXtb7tNrggAAAAAgOBEwAggKBmGoZs61vEff5q63cRqAAAAAAAIXgSMAILWte2SZbMYkqRl2w5q8948kysCAAAAACD4EDACCFoJUaHq06yG/3jKUkYxAgAAAABQ3ggYAQS1Y6dJT/91p1zFHhOrAQAAAAAg+BAwAghqFzdOUK0YhyTpQEGRfli71+SKAAAAAAAILgSMAIKa1WLohg5HRzFOSc0wsRoAAAAAAIIPASOAoHdjxzoySvZ60cLNWdp+oNDcggAAAAAACCIEjACCXu3YMPVonCBJ8vmkz5ax2QsAAAAAAOWFgBFAlTDomM1epi7bIY/XZ2I1AAAAAAAEDwJGAFXCpRfWUPUIuyQpM9ep+RvZ7AUAAAAAgPJAwAigSrDbLLq+fbL/eMpSpkkDAAAAAFAeCBgBVBk3HjNN+sf1e7U3z2liNQAAAAAABAcCRgBVRsOESHWqV02S5PH6NG35DpMrAgAAAACg8iNgBFCl3HTMKMaJi9LldHtMrKZycLo9WrU9Wyu3Z2tn9iG5ivmeAQAAAACOspldAABUpP6tauqfs9Zrb55Le/NcmrI0Q4O71Te7rIDh8/m0K8epFdsO6teMbK3IOKi1u3JV5PGW6hftsCkhKlQJUaFqnxKnQR3rqk61cJOqBgAAAACYyfD5fKc6f8qTAFAZTVi0VSO/WStJqhEdqvlP9ZYjxGpyVebKdxVrytIMTfo5XdsPHDrj1xuG1LNJgm7tnKJLmibKajHKv0gAAABUDtOGHn1+/Tjz6gBQ3k76Hz1GMAKocm7uVFfvzNuivXku7cl16dPU7bqzaz2zyzLFvjyXJi1O14c/pyvXWXzSfvWqhysi1KZ9eS7tLyiSx1v6708+nzRvwz7N27BPtWIcGtSprm7pXFfxkaHn+RMAAAAAAMzGCEYAVVJVH8WYnlWg9xekadryHSoqLj39OcJuVZu6sWpXN05t68aqTZ04VYuw+897vT4dLCzSvnyX0vYV6NPU7fpp0z798ddJtMOmkdc015/a1JZhMKIRAACgymAEIxCsTvofOwJGAFWS0+3RxS/P1b48lyRp5NXNq8QoRrfHq7fmbtabczar+A+jEOtVD9fdPRrounbJZxy2Zuwv1OTUDE1N3a79BUWlzvVtXkOjBrZkNCMAAEBVQcAIBCsCRgD4o/ELt+qFGVVnFOPGPXl6fOpKrdmZW6q9dXKM7uvZUJc3TzrntRNdxR7NWpOpf32/URkHCv3t1SLsevFPLXRly5rndH0AAABUAgSMQLAiYASAP/rjKMYXrmmuOy6qZ25R54HH69MHC9L02vcbS+0G3bZurJ7u21RdGlQr9ynMBa5ivTRznT5eklGq/erWtfTCNc0VG24/ySsBAABQ6REwAsHqpP9xtFRkFQAQSBwhVt3fs6H/+O25W+R0e0ysqPyl7cvXDe8u1uiZ6/3hot1m0V+uaKpp93XVRQ2rn5f1ESNCbXrxTy314V2dVDPG4W//etUuXf3mIm3bX1Du7wkAAAAAMAcBI4Aq7ZbOdZUQVbI2YGauU1OXbTe5ovLz9apd6j9moVZkZPvbWiXH6NuHu+veng3PeTp0WfRokqBZj/bQ9e2T/W0ZBwp13Ts/a+2u3FO8EgAAAABQWRAwAqjSHCFW3RdkoxiLPV6N+nat/jz5Vx06/FlsFkNP9Gmiz+/vqsY1oiq0npiwEL16Q2u9c2s7hdpKfu1k5bt00/s/a+nWAxVaCwAAAACg/BEwAqjybv3DKMaPl2wzuaKzl5Xv0m3jftEHC7b62xrER+irh7rp4UsbK8Rq3o/9K1rW1EdDOyvKYZMk5TmLdfu4X/TD2j2m1QQAAAAAOHcEjACqvD+OYvzX9xuVnlX51ghcuT1bV72xUEvSjo4KvOzCGvryoW5qXivGxMqO6lS/mj695yJ/oOsq9urej5dr2vIdJlcGAAAAADhbBIwAIOm2LnXVpEakJOmQ26MnP1slj9dnclVl92lqhm5892ftznFKkgxDeqJPE71/e3tFO0JMrq60ZrWi9fl9XVW3Wrikkl2un/xslSYs2nqaVwIAAAAAAhEBIwBICrVZ9a8b2sh2eOOTZdsOatzCNJOrOr1ij1cjvv5dz3y+2r9LdLTDpvGDO+rhSxvLUgEbuZyNutXDNe3+i3RhzWh/28hv1mpqavBssgMAAAAAVQUBIwAc1jI5Rg9d0sh//Or/NmrjnjwTKzq1nEK3hkxM1cTF6f62pklR+ubh7up9QaJ5hZVRYpRDU+7povYpcf62Z6f/pllrdptYFQAAAADgTBEwAsAxHuzdSC1ql4yqK/J49cTUVXIfHhkYSLbsy9fAtxdpwaYsf9uVLZM0/YGuSqkeYWJlZyYmLEQThnRUs8MjGb0+6c+TV2rhMZ8LAAAAABDYCBgB4BghVoteu7GN7LaSH4+rd+bo7blbTK6qtJ827tOf3lqktGM2onn0ssZ68+Z2CrfbTKzs7EQ7QvTh0E5qEF8SjBZ5vLrno2X6NeOgyZUBAAAAAMqCgBEA/qBJjSg9eXkT//EbczZpzc4cEysq4fP5NHZBmgZPWKo8Z7EkyRFi0du3ttOjlzUJ2PUWyyI+MlQfDu2kmjEOSVJhkUdDJqYG9BR1AAAAAEAJAkYAOIGh3Ruow+G1AYu9Pj0+daWcbo9p9eQ63XrwkxV68dt1OrK5dc0Yh6bd11VXtqxpWl3lKTkuXB8N7axqEXZJUnahW7eP+0XbDxSaXBkAAAAA4FQIGAHgBKwWQ6/e0FphIVZJ0sY9+XrwvytMCRnX7srV1W8s1HerM/1tbevG6quHuqlF7ZgKr+d8apQYqUlDOikytGSq955cl+6csFQ5hW6TKwMAAAAAnAwBIwCcRL34CA3vf6H/+Mf1ezVs0jIVFhVXyPv7fD59mpqhgW8vUvr+o6P47rgoRVPu6aLEKEeF1FHRWibH6IM7OvjXwUzbV6D7/7s8IDfbAQAAAAAQMALAKd3Wua4e6NXQf7xwc5buHL9Uec7zO6KusKhYT3y2Ss98vlqu4pJgLcJu1Rs3t9UL17RQqM16Xt/fbBc1rK5/3dDaf7x4y3797as18vl8JlYFAAAAADgRAkYAOAXDMPR0v6alNn1JTT+oW8f+ouzConJ/P5/Pp9lr96jf6ws0fcVOf/sFNaL09cPddVXrWuX+noHqqta19Hifo9/3yUu3a+yCrSZWBAAAAAA4EQJGACiDhy5prL8OaOY//m1Hjga9v0T78lzl9h5p+/I1eEKq7v5wmTKO2djk+vbJ+vLBbmqYEFlu71VZPHxJIw1sW9t//I+Z6/T975mneAUAAAAAoKIRMAJAGQ3tXl+jBraQYZQcr8/M0/XvLtY3q3ap+BzWB8x3FeulmevU9/WfNH/jPn97TFiIXrm+VclmM/bgnhJ9MoZhaPR1Lf07evt80iNTVmrNzhyTKwMAAAAAHGGcZj0rFrsCgD+YvmKHnvxslbzH/IRMjgvT0O71dWOHOoo4vAPy6aTty9d3q3frw5+3ae8xIyENQ7q5U109efkFqhZhL+/yK6X9+S4NfHuxf2RnUrRDXz7YTUkxwbnRDQAAQKU2bejR59ePM68OAOXNOOkJAkYAOHMzV+/W41NX6ZDbU6o92mHTbV1SdEWLmoqLCFFcuF3hdquMw8MeN+8tCRW/W71b6zPzjrtu+5Q4jby6uVrUjqmQz1GZbN6bp4FvL1aes2QX71bJMZp670VyhFTN0Z0AAAABi4ARCFYEjABQ3rLyXfrw52366Od0HSw8+a7SdqtFMeEhslst2pl96IR9EqJC9Zcrmmpg29r+MBLHW7gpS3dOWCrP4eGjA9vW1ms3tuZ7BgAAEEgIGIFgRcAIAOfLoSKPpq3YoXEL0pS+v/D0LzjMbrOoV5ME9W9VU32a1VC4vWxTq6u6SYvT9fzXv/uP/+/KC3V3jwYmVgQAAIBSCBiBYHXSgJFNXgBUCV6vV2+++abatWun8PBwRUdHq0ePHvr6669P2H/w4MEyDOOEjxYtWpTqG2a3qn10gaz/G6V9b92sA+PvlX3NV6oRGSJHSOkfs0bODm3/10BdG52mFX/to/fv6KBr2tQ+bbg4b948GYahhx566KR9RowYIcMwNG3atFLt9erVK1W/zWZTYmKiBgwYoLlz55bqO3HixFJ9LRaLYmJi1LBhQ1177bX64IMPlJ+ff8paz7c7LkrRTR3q+I9fmrmu1OY4AAAAAICKxXAZAEHP5/Ppxhtv1Oeff66GDRtq6NChcrlc+uqrr3TNNdfojTfeOGlw98gjjyg2NrZUW2JiYqnjvLw8XXbZZSouLta9dw/TunXrNOvbD/SvS5rq8ecel9PtUXahW7mHinTXDf3VsGcPvTb84fP2eU8kJCREw4cPlyS5XC6tWrVK3377rb777jtNnjxZN910U6n+ffr0UdeuXf2fLyMjQz/99JO++OILPf/88/roo4906aWXVuhnOMIwDL3wp+bavC9fy7cdlNcnPfTJCn31YDc1SIg0pSYAAAAAqMoIGAEEvc8//1yff/65unXrptmzZyssLEySNGrUKHXs2FFPPvmkBgwYoHr16h332kcfffSE7ceaMWOGdu/erYULF6pbt26SpEsvvVTvv/++Hn/8cTlCrEqKserbaf/VstRUrV69urw/4mnZ7XaNGDGiVNuECRN011136ZlnnjkuYLz88sv15JNPlmorKirSmDFj9Oyzz+rqq6/W4sWL1bp16/Nd+gmF2qx697b2uvrNhdqd41Ses1h3f7hMXzzYTdGOEFNqAgAAAICqiinSAILeV199JUkaPny4P1yUpISEBD322GNyuVyaMGHCWV9/+/btkqT27dv72zp06KCMjAz/8b59+/T0009r+PDhaty48Vm/V3kaPHiwIiIitG3bNu3bd/opxna7XU8++aSef/55FRYW6plnnqmAKk8uISpU79/eQaG2kl9lW/YV6NEpK/0bwAAAAAAAKgYBI4Cgl5mZKUmqX7/+ceeOtM2ZM+eEr50xY4Zeeukl/fvf/9acOXPk8XiO61OnTsl6gL/++qu/bcWKFapbt67/+IknnlBCQoKeffbZs/8g59GZ7ML82GOPKTw8XLNnz1Z2dvZ5rOr0WibH6OXrW/mP56zfq5f/t97EigAAAACg6mGKNICgFx8fL0naunWrLrzwwlLntm7dKknauHHjCV/78MOl10ps0qSJJk+erHbt2vnb+vfvr6SkJA0cOFC33HKLNmzYoB9++EH/+te/JElz587Vxx9/rB9//FF2u/2cPsvSpUuPm+p8xLx5887oWh9++KEKCgpUr149//eoLCIjI9W+fXstWLBAK1as0CWXXHJG71vermlTW+t25+nd+VskSe/NT1PD+Ejd2LHOaV4JAAAAACgPBIwAgt4VV1yhKVOmaPTo0brkkkvkcDgkSfv379frr78uSceNxOvZs6euvvpqderUSfHx8UpPT9f777+vMWPG6PLLL9fq1atVs2ZNSVJ0dLRmz56tRx55RGPHjlV8fLxGjRqlRx55RC6XS/fdd59uv/129e7dWxMnTtSIESO0Y8cOtW7dWu+88446depU5s+Smpqq1NTUM/4eFBUV+YNJl8ul1atX67vvvpNhGHr55ZfP+Hq1atWSJGVlZZ3xa8+Hp/peoM178/XDuj2SpOFfrFadauG6qGF1kysDAAAAgODHFGkAQe+WW25R7969tWDBArVs2VJ//vOfde+996p58+aKjo6WJFkspX8cDhkyRNdee62Sk5PlcDjUtGlTvfbaa3rmmWe0f/9+jRkzplT/Fi1a6Mcff1Rubq7S0tI0fPhwWa1WvfTSS8rKytKrr76qxYsXa8iQIbrmmms0a9YsxcXFacCAAcrPzy/zZ3nwwQfl8/lO+Hj++edP+jq3262RI0dq5MiRevnll7V06VINGDBAc+fO1Q033HAG383AZLUY+s+gNrqwZsm/Z7HXp/s+Xq60fWX/3gIAAAAAzg4BI4CgZ7PZNHPmTI0YMUIWi0XvvfeevvjiC11zzTWaNm2aJCkxMbFM1xo6dKgkadGiRaftu3HjRo0ePVqvvPKKEhISNGbMGDVp0kT/+c9/dNlll2nixInKysrSf//737P/cGUUERHhDyI9Ho/27t2rr7/+Wj179jyr6+3atUtSyUY5gSIi1KZxd3ZQYlSoJCnnkFtDJy1TdmGRyZUBAAAAQHAjYARQJYSGhur555/Xhg0b5HK5tHfvXr333nvauXOnpJJdn8viyFqFhYWFp+173333qVOnThoyZIgkacOGDWrdurX/fHJysuLj47V+feXalCQ/P1/Lly+XxWIptRZlIKgVG6axd3aQI6Tk19vWrALd9/FyFRV7Ta4MAAAAAIIXASOAKu3I6MFBgwaVqf/SpUslSfXq1Ttlvw8//FALFy7Uu+++W2qHZpfLVaqfy+U6ox2cA8Hrr7+uwsJC9e3bVzExMWaXc5xWybF67cY2/uMlaQf03Jer5fP5TKwKAAAAAIIXASOAKiE3N/e4tmnTpmn8+PHq2LGjrr32Wn/7gQMHtG3btuP679q1S4888oikUweSBw4c0JNPPqmnnnpKzZo187dfeOGFWrBggfLy8iSVTLPOzc09bmfrQOV2u/Xaa69pxIgRCg8P10svvWR2SSd1ZcuaeqrvBf7jqct26K25m02sCAAAAACCF7tIA6gSOnfurDp16ujCCy+Uw+HQ0qVLNW/ePDVo0ECfffaZrFarv29GRoY6dOigrl27qkmTJoqPj9e2bds0Y8YM5efna/DgwbruuutO+l5PPfWUoqKi9Nxzz5Vq//Of/6zJkyere/fu6t27t6ZMmaIaNWrolltuOW+f+2x9//33/s1nCgoKtG3bNs2fP1979+5VzZo19dFHH5Wa7h2IHujVUGn7CvT5ih2SpFe/36jEaIdu7FDH5MoAAAAAILgQMAKoEm666SZNnz5dS5YskdvtVv369fXcc8/pqaee8u8kfUStWrU0bNgw/fLLL/riiy+Um5ur6Ohode7cWcOGDTvl6MUFCxZowoQJmjlzpsLCwkqd69KliyZNmqSRI0fqnXfeUZs2bfT2228rIiLivHzmczF79mzNnj1bhmEoMjJSCQkJ6tq1q/r3769BgwYpMjLS7BJPyzAMvXRtS2XmHtKizfslSX+ZvloJkaHq3bRsm/oAAAAAAE7POM2aVCxYBQCo1PKcbt303hKt3V0yTT4sxKrJ93RRmzqxJlcGAAAQpKYNPfr8+nHm1QGgvJ10AwHWYAQABLUoR4gmDumo5LiSEaWH3B7dNTFVafvyTa4MAAAAAIIDASMAIOglRjs06a5OigsPkSQdKCjSnROWam+e0+TKAAAAAKDyI2AEAFQJDRMiNX5wRzlCSn71bT9wSEMmpCrX6Ta5MgAAAACo3AgYAQBVRtu6cXrrlnayWkqWDvl9V64Gj1+qfFexyZUBAAAAQOVFwAgAqFIuvbCG/jGwhf94RUa27pqQqsIiQkYAAAAAOBsEjACAKuemjnU14qpm/uOl6Qc0dOIyHSrymFgVAAAAAFROBIwAgCppcLf6eq7/hf7jn9P2656PlsnpJmQEAAAAgDNBwAgAqLKGXdxAT/e7wH+8YFOW7v94uVzFhIwAAAAAUFYEjACAKu2BXo302GVN/MdzN+zTg//9lZGMAAAAAFBGBIwAgCrvz5c20kO9G/mPf1i3R3eOX6qcQ24TqwIAAACAyoGAEQBQ5RmGoScub6J7ezbwt/2y9YBueu9nZeY4TawMAAAAAAIfASMAACoJGZ/t11TP9Gvqb1ufmadr316kTXvyTKwMAAAAAAIbASMAAIcZhqH7ezXUaze2ls1iSJJ25Th1/bs/KzX9gMnVAQAAAEBgImAEAOAPrm2XrHGDOyrcbpUk5Rxy67axv2jWmkyTKwMAAACAwEPACADACfRskqBP77lI8ZF2SZKr2Kv7Pl6u12ZvlMfrM7k6AAAAAAgcBIwAAJxEy+QYfX5/V9WrHu5vG/PjJg2ZmKqDBUUmVgYAAAAAgYOAEQCAU0ipHqHpD3RT90bx/rafNu7TgDcWavWOHBMrAwAAAIDAQMAIAMBpVIuwa9JdnfRg74b+tp3Zh3Tdu4s1NXW7iZUBAAAAgPkIGAEAKAOrxdBTfZvq/dvbKyrUJkkqKvbq6c9/0xNTVynnkNvkCgEAAADAHASMAACcgcubJ+nrh7vrghpR/rbPV+xQ33//pDnr95hYGQAAAACYg4ARAIAzVD8+Ql882FUD29b2t2XmOnXXxGV67NOVyi5kAxgAAAAAVQcBIwAAZyHcbtO/b2qjd25tp/hIu7/9i1936rLXftKsNZkmVgcAAAAAFYeAEQCAc3BFy5qa/VhP/alNLX9bVr5L9328XPd8uEzb9heYWB0AAAAAnH8EjAAAnKO4CLteH9RWY+/ooBrRof7279fuUZ/XftJLM9cpz8kmMAAAAACCEwEjAADl5LJmNfT9Yz11Y4dkf1uRx6v35qep96vzNGVphjxen4kVAgAAAED5M3y+U/5Hh/8FAQBwFlZuz9YL3/yuFRnZpdqb1YzW432a6JKmibJYDJOqAwAAOI+mDT36/Ppx5tUBoLyd9D8wBIwAAJwnPp9PX6/apdEz12t3jrPUuQYJERrWvYGubVdbjhCrSRUCAACcBwSMQLAiYAQAwCyFRcV6b36a3vtpi5xub6lz1SPsuv2iFN3eJUXVI0NPcgUAAIBKhIARCFYEjAAAmC0zx6nxi7bqk18ylO8qLnUu1GbRlS1r6ob2yerSoDrTpwEAQOVFwAgEKwJGAAACRZ7TrU9Tt2v8wq3a9Yep05KUHBemG9rX0XXtays5LtyECgEAAM4BASMQrAgYAQAING6PV9+t3q2xC7Zq9c6c484bhtS1YXVd2bKmLm+WpIQoplADAIBKgIARCFYEjAAABLI1O3P02bLt+nLlLuUcch933jCkjinV1LdFkvq1SFLt2DATqkR58/l8ynMVKyvPpf0FRSr2+BRmt8oRYlFYiFWOw49oh02GwbR5AEAlQcAIBCsCRgAAKgOn26Mf1u3R1GU7tGDTPp3s13SzmtHqVL+aOtSLU4eUakqKcVRsoTgj+/NdWrMrV2t25mjNzhztzD6krDyXsgqKVFTsPe3rox02tUyOUcvasWqVHKNWyTGqHRtG6AgACEwEjECwImAEAKCy2Z1zSLPWZGrWmkylph+Q9xS/lZPjwtQhJU5t6sSqac1oNU2KUmy4veKKhd+hIo9Wbs/WioyDWrk9W7/vzDnhWpvnqlqEXb2aJOj2i1LUtm5cuV8fAICzRsAIBCsCRgAAKrOsfJdmr92jmWsytXhzlopPlTYelhTt0AVJUWpaM0oN4iNUOzZctePCVDPGIUeItQKqrhr25jm1PP2glm0refy+M6dM/z5HhIVYFR9lV3xkqEIsFjmLPTpU5JGz2COn26sCV7EKizynvEbr5Bjd2bWe+reqqVAb/7YAAJMRMALBioARAIBgket0a8W2g1qWflDLth3Qyu3ZcrpPP832WPGRoaodF6aESLtiw+2KCw9RbLhdseEhig2zK8phU6TDpqjQkq+RoTZF2G2yWKr2lFyv16fN+/KVmn7AHypmHCg87etCbRZdWDNaLWpHq0WtGDVKjFRCVKjiI0MVEWo75Wt9Pp92HDyk1Ttz9NuOHK3ema3fduQoz1l8XN/qEXbd3Kmu7rgoRYnRTJsHAJiEgBEIVgSMAAAEK7fHq9935WpZ+gGt3Z2rDZl52rQ3v0xr+50pu82iUJtFjhCrQo97XrI5SajNqtDDm5REHg4ooxwhigq1HQ0uHSGKDLUp+vBxWIg14NYTLCwq1sY9+dqQmav1mXnauCdPa3bmnnATnj9qnBipDvXi1LZunFolx6hhQqRCrJZyq83r9em3nTn66Odt+ua3Xcf9W0fYrXqsTxMN7lpPtnJ8XwAAyoSAEQhWBIwAAFQlxR6v0vcXaH1mnjZk5mn7gULtynZqZ/YhZeY65TmDKbwVwWoxFHkkgDz89UgIGemwKcJuVbi95Fx4qFURdpvC7dbDx4fPh9oUabfJZjVktRx+GIZ/1KXb41VhUcn048KikmnHBa5i7ct3aU+uS3tzndqb59KeXKd2HDyk7QcLT7rJzrFCbRa1To5V+3px6lgvTu3qxlXo+pf7812akrpd/12y7bi1HpsmRWnUwBZqn1KtwuoBAICAEQhaBIwAAKBEscerPXku7co+pP35Rco5VKSDhW4dLCxSdoFb2YeKlO9XcwEXAAAgAElEQVQqVr6zWHmuYhUcfl5wmnUAA5nVYpRbqBofaVf7lJLdu9vXi1OLWjGy28wfJVjs8eqHdXv06vcbtXlvfqlzgzrW0TP9miougo1/AAAVgIARCFYEjAAA4Nx4vT4Vebxyub1yFXvkKvbK6S756jq8IYmr2COX2ytnscc/QjDPefSR73If/npsu1uu8zCd+1xZLYbqx0eUbJRTI6rka1K06lQLC7jp3McqKvZq7MI0jflxU6m1OePCQ/TCNS10VetaJlYHAKgSCBiBYEXACAAAAldRsdc/ajLX6T4mgHSroMijQlfJCMqSHZWLVeDy+L8WFBX7d1oucBWr2OtTsdcn7+GvR1gMKdxuU5jdqnC7VWEhVkWE2hQfaVeNaIdqRDuUGBWqxGiHkqIdSqkeXql3295+oFAjv1mrH9btKdV+b88GerpvU1mr+IY9AIDziIARCFYEjAAAoGryen3y+HyyWYyAHnl4vsxeu0cjvv5dO7MP+dt6XZCg/wxqq5iwEBMrAwAELQJGIFid9Gba/AWDAAAAziOLxVCI1VIlw0VJ6tOshmY+erEuaZrob5u3YZ8GvrXouLUaAQAAgLNBwAgAABDkoh0h+uCODnqgV0N/W1pWgQa+tUhz1+81sTIAAAAEAwJGAACAKsBqMfR0v6Z64+a2coSU3ALmuYp116RUjV+41eTqAAAAUJkRMAIAAFQhV7WupWn3dVXt2DBJks8nvTBjrd6au9nkygAAAFBZETACAABUMS1qx+irh7qpfUqcv+2V/23Qa99v0Gk2AAQAAACOQ8AIAABQBcVHhuqjoZ3UrVF1f9uYOZs1euZ6QkYAAACcEQJGAACAKircbtO4Ozuq9wUJ/rb3fkrTyG/WEjICAACgzAgYAQAAqjBHiFXv3t5elzer4W+buDhdw79YI6+XkBEAAACnR8AIAABQxYXarHrr1nYa0Kqmv23y0gz9ZfpqRjICAADgtAgYAQAAoBCrRf8Z1FbXtqvtb/t02Xb9fcY6QkYAAACcEgEjAAAAJElWi6FXr2+t69sn+9vGL9qq13/YZGJVAAAACHQEjAAAAPCzWAz987pWurJlkr/tPz9u0gc/pZlYFQAAAAIZASMAAABKsVoMvX5TW/VscnR36VHfrdMnv2SYWBUAAAACFQEjAAAAjmO3WfTube3VqX41f9v/fblaX63caWJVAAAACEQEjAAAADihMLtV4+7soFbJMZIkn096fOoq/bhuj8mVAQAAIJAQMAIAAOCkohwhmjSkk5rUiJQkebw+PfjJCq3IOGhyZQAAAAgUBIwAAAA4pbgIuz4e2ll1qoVJkpxur4ZOTNWWffkmVwYAAIBAQMAIAACA00qMdujDuzqrWoRdknSw0K07xi3V3lynyZUBAADAbASMAAAAKJP68REaP7ijwkKskqSd2Yd054RU5TndJlcGAAAAMxEwAgAAoMza1InV27e2k9ViSJLW7c7VfR8vV1Gx1+TKAAAAYBYCRgAAAJyR3k0TNfralv7jRZv368nPVsnr9ZlYFQAAAMxCwAgAAIAzdkOHOnry8ib+469X7dJLM9eZWBEAAADMQsAIAACAs/Jg70a6vUuK//iDBVs1dkGaiRUBAADADASMAAAAOCuGYWjE1c3Vt3kNf9uL367TVyt3mlgVAAAAKhoBIwAAAM6a1WLoP4PaqkNKnL/tyc9WadHmLBOrAgAAQEUiYAQAAMA5cYRYNfbODmqcGClJcnt8uvej5fp9V47JlQEAAKAiEDACAADgnMWG2zXprk5KinZIkvJdxRo8IVXbDxSaXBkAAADONwJGAAAAlItasWGadFcnRTlskqR9eS7dOX6p9ue7TK4MAAAA5xMBIwAAAMrNBUlR+uCODrJbS24z07IKNHhCqvKcbpMrAwAAwPlCwAgAAIBy1aVBdb0+qI0Mo+R49c4cDZ20TE63x9zCAAAAcF4QMAIAAKDcXdmypl4a2NJ/vHTrAd3/8XIVFXtNrAoAAADnAwEjAAAAzotBnepq+JVN/cdzN+zTE5+tksfrM7EqAAAAlDcCRgAAAJw39/RoqId6N/Iff7Nql/761Rr5fISMAAAAwYKAEQAAAOfVE5c30R0XpfiPP/klQ6NnrSdkBAAACBIEjAAAADivDMPQiKuaa2Db2v629+an6eX/bSBkBAAACAIEjAAAADjvLBZDr1zfSn2a1fC3vTNvi/4+Yx0hIwAAQCVHwAgAAIAKYbNa9OYtbXXZhYn+tvGLtuqvX62Rl41fAAAAKi0CRgAAAFSYUJtVb9/aXle2TPK3fbwkQ89O/43dpQEAACopAkYAAABUKLvNojGD2uqaNrX8bVOX7dATU1eq2OM1sTIAAACcDQJGAAAAVDib1aLXbmyj69sn+9u+XLlLD0/+VU63x8TKAAAAcKYIGAEAAGAKq8XQy9e10i2d6/rbZq7J1O3jflF2YZGJlQEAAOBMEDACAADANBaLoVF/aqG7utX3t6WmH9S17yxWxv5CEysDAABAWREwAgAAwFSGYeivAy7U8Cub+tvS9hVo4NuLtHJ7tomVAQAAoCwIGAEAAGA6wzB0T4+GevOWtrLbSm5R9xcUadD7P+t/v2eaXB0AAABOhYARAAAAAWNAq1r6ZFhnxYWHSJKcbq/u+3i5xi5Ik8/nM7k6AAAAnAgBIwAAAAJKh3rVNP2BbkqpHi5J8vmkF79dp0c/XanComKTqwMAAMAfETACAAAg4NSPj9D0+7uqbd1Yf9tXK3dp4FuLtTWrwMTKAAAA8EcEjAAAAAhI1SNDNfnuLhrUsY6/bcOePF39xkJ9z7qMAAAAAYOAEQAAAAHLEWLV6Ota6eXrWvk3f8lzFeuej5brn7PWq9jjNblCAAAAEDACAAAg4N3YsY6m399VyXFh/rZ35m3RLR/8om37mTINAABgJgJGAAAAVAotasdoxsPd1bNJgr9tafoB9Xt9gSYs2iqvl12mAQAAzEDACAAAgEojNtyuCYM76rHLmshqMSRJh9wejfxmrQa9v0TpbAADAABQ4QgYAQAAUKlYLIYeuayxvnygm5omRfnbl6YfUL///KTxCxnNCAAAUJEIGAEAAFAptUyO0dcPddefL2nkH83odHv1woy1uvadxVqzM8fkCgEAAKoGAkYAAABUWnabRY9ffoG+erD0aMaV27N19ZsLNeLr35XrdJtYIQAAQPAjYAQAAECl16J2yWjGRy5tLLu15BbX65MmLk7XJa/O1xe/7pDPx7RpAACA84GAEQAAAEHBbrPosT5NNOvRi3Vx43h/e1a+S499ukqD3l+idbtzTawQAAAgOBmn+Usuf+YFAABApePz+fTd6kz9fcZaZeY6/e2GIV3bNllPXN5EtWLDTKwQAILYtKFHn18/zrw6AJQ342QnAmoEY2pqqq688krFxcUpIiJCnTp10ieffHJG18jNzdXjjz+ulJQUhYaGKiUlRY8//rhyc0/812qv16s33nhDrVq1UlhYmBISEnTjjTdq06ZNJ+z/xhtvaPDgwWrZsqVsNpsMw9CyZcvKXN8rr7wiwzDO+HUAAABHVPQ908KFC/XEE0+offv2ql69uhwOh5o2bapnnnlG2dnZx/UfPHiw/37nZI+PPvrorD9/WRiGof6tauqHJ3rqnh4N/JvA+HzS5yt2qNer8/TSzHXKOcT6jAAAAOcqYEYwzps3T3379pXdbtegQYMUExOj6dOna+vWrRo1apSGDx9+2msUFBSoe/fuWrlypfr06aN27dpp1apVmjVrltq0aaOFCxcqIiKi1GvuueceffDBB2rWrJn69++vPXv26NNPP5XD4dDixYvVrFmzUv0No+TmtFatWvJ4PNqzZ49SU1PVoUOH09a3fv16tW3bVlarVQUFBWV+HQAAwBFm3DMlJSUpKytL3bt3V9u2bWUYhubNm6dff/1VDRo00OLFi1WjRg1//y+//FIrV6487n09Ho/+8Y9/yDAMZWRkqFatWuXzTSmDTXvy9M9Z6/XDur2l2mPDQ/RQ70a6rUuKHCHWCqsHAIIaIxiBYHXSEYzy+XynelQIt9vta9iwoS80NNS3YsUKf3teXp6vefPmPpvN5tu4ceNpr/O3v/3NJ8n39NNPn7D9b3/7W6n2OXPm+CT5Lr74Yp/T6fS3//DDDz7DMHw9evQ47j1mzJjh2717t8/n8/nuvPNOnyRfamrqaWvzeDy+iy66yNexY0ffbbfdVubXAQAAHGHWPdPo0aN9O3fuLNXm9Xp9999/v0+S74EHHihT/d9++61Pku/KK68sU//z4ectWb6r31jgS3lmRqlHhxdn+96fv8VX4HKbVhsABI3P7jr6ABBMTpohBsQU6Tlz5mjLli265ZZb1LZtW397ZGSk/va3v6m4uFgTJkw45TV8Pp/Gjh3rf82x/vKXvyguLk7jxo0rtXvgBx98IEl68cUXFRoa6m+/9NJL1a9fP/3000/auHFjqWv1799fSUlJZ/wZX3vtNS1btkzjxo2T1cpfxwEAwJkz657pmWeeOW60oWEY+utf/ypJmj9/fpnqHz9+vCTprrvuKlP/86FLg+r68sFuevOWtqpbLdzfvi/PpVHfrVO30XP01tzNynUydRoAAKCsAiJgnDdvniTp8ssvP+5cv379JJ3+xnXTpk3atWuXunXrdtw0aIfDod69e2vnzp3avHlzqfeNiIhQt27djrveFVdcUab3LYuNGzfqr3/9q5599lm1bNnynK8HAACqJrPumU4mJCREkmSz2U7bNysrS998843i4+N19dVXn7b/+WQYhga0qqUfHu+pEVc1U1K0w3/uYKFbr/xvg7qPnqPXZm9UdmGRiZUCAABUDgERMB7ZUKVx48bHnYuOjlaNGjVOuulKWa5xbPuRfgUFBdq9e7fq169/whGFf+x/trxer4YMGaIGDRroueeeO6drAQCAqs2Me6ZTOTIi8USB5x99/PHHKioq0u233+4PJs1mt1k0uFt9zX+6l0YNbKHkuKO7Suc6izXmx03qNnqOXpq5Tln5LhMrBQAACGwBETDm5ORIkmJiYk54PiYmxt/nXK5xbL8z7X+2Xn/9dS1ZskTjxo2T3W4/p2sBAICqzYx7ppNZuXKlRo4cqcTERD399NOn7CvJP3XbzOnRJxNqs+rWzima+2QvvXJ9K9WPPzqys6DIo/fmp6n7P+do5De/KzPHaWKlAAAAgSkgAsZgtWnTJj333HN6+OGH1aVLF7PLAQAAKBdpaWnq37+/PB6PpkyZovj4+FP2X7ZsmX777Td17NhRLVq0qKAqz1yI1aIbOtTRD4/31H8GtVGTGpH+c063VxMWpavHy3M1/IvV2ra/wMRKAQAAAktABIyn+0t5Tk7OSf/KfibXOLbfmfY/G3fffbdq1KihUaNGnfU1AAAAjjDjnumPtm7dqt69e2v//v364osv1Lt379PWHQibu5wJq8XQNW1qa9YjPfTube3VvFa0/1yRx6tPfslQ71fn6eHJv+r3Xec22wUAACAYBETAeKq1fnJzc7Vnz56TrhNUlmsc236kX0REhGrWrKmtW7fK4/Gctv/ZWLlypdLT0xUZGSnDMPyPSZMmSZI6duwowzD8C7YDAACcihn3TMdKS0tTr169tHv3bk2bNs2/Kd6pOJ1OTZ48WWFhYbr55ptP2z+QWCyG+rVI0oyHu2vC4I5qWzfWf87rk75ZtUv9xyzUHeOX6uct+0vtvA0AAFCVBETA2LNnT0nS999/f9y5WbNmlepzMo0bN1atWrW0aNEiFRSUnrLidDo1b9481apVS40aNSr1vgUFBVq0aNFx15s5c2aZ3vdU7rjjDg0dOvS4x5Eb9muuuUZDhw5VzZo1z/o9AABA1WHWPZNUEi727t1bu3fv1tSpUzVgwIAy1Tx9+nRlZ2fruuuuO6eZIWYyDEO9myZq+v1d9cmwzrq4cekp4T9t3KebP1iigW8v1qw1mfJ6CRoBAEDVEhAB46WXXqoGDRrok08+0cqVK/3t+fn5euGFF2Sz2TRkyBB/e0ZGhtavX6/CwkJ/m2EYGjZsmP81x3rppZd04MABDRs2TIZh+NvvueceSdJzzz2noqIif/uPP/6oWbNmqUePHmrSpMlZf64xY8Zo7Nixxz26du3qf9+xY8fqggsuOOv3AAAAVYdZ90xHpkXv2rVLU6ZM0Z/+9Kcy11zZpkefimEY6tooXh8N7awZD3dX/1Y1ZTn6bdLK7dm67+Pl6vPv+Zq6bLuKir3mFQsAAFCBjNNM5aiwP7/OnTtXffv2VWhoqG6++WZFR0dr+vTp2rp1q1588UX93//9n79vr169NH/+fM2dO1e9evXytxcUFKh79+5auXKl+vTpo/bt22vVqlWaOXOm2rRpo4ULFyoiIqLU+959990aO3asmjVrpv79+2vPnj369NNP5XA4tHjxYjVr1qxU/9GjR2v9+vWSpIULF2rLli0aMGCAqlevLkkaNmyYunfvfsrPOnjwYE2aNEmpqanq0KHDuXzbAABAFWPGPVO9evW0bds2denSRX379j2uptjYWD366KPHtW/btk3169dX/fr1tXnz5lKhZbBIzyrQ+wvSNG3ZDhV5SgeKSdEODbu4vgZ1qqvIUJtJFQKACaYNPfr8+nHm1QGgvJ30Zi5g7nR69+6thQsX6vnnn9fUqVNVVFSk5s2b6+9//7tuvfXWMl0jIiJC8+bN08iRIzVt2jTNmzdPSUlJeuyxx/T8888fFy5K0nvvvadWrVrpvffe05gxYxQZGamrrrpKo0aNOuHoxVmzZmn+/Pml2mbMmOF/3qtXr9MGjAAAAGfLjHumbdu2SZKWLFmiJUuWHHe9lJSUEwaMEydOlM/n0+DBg4MyXJSkevER+sfAlnr00sYavyhd/12yTXmuYklSZq5TL367TmN+3KRbu6RocNd6qhHtMLliAACA8hcwIxgBAACAyi7X6dZ/l2Ro3MKtysp3lToXYi3ZnfruixvogqQokyoEgArACEYgWJ30L8YEjAAAAEA5c7o9mr5ip97/aYvS9xced75nkwTd06OBujasHrSjOwFUYQSMQLAiYAQAAAAqmsfr0+y1e/TBgjQt33bwuPPNakbrnh4N1L9VTYVYA2L/RQA4dwSMQLAiYAQAAADMtHzbQY1dkKZZv2fqj7fgNWMcuqtbfQ3qVEdRjhBzCgSA8kLACAQrAkYAAAAgEKRnFWj8oq2aumy7nO7SO09Hhdp0Q4c6urVLXTVMiDSpQgA4RwSMQLAiYAQAAAACycGCIn28ZJsm/ZyurPyi4853a1Rdt3VO0WXNajB9GkDlQsAIBCsCRgAAACAQOd0effnrTn2wIE1b9hUcd75GdKgGdayrGzvWUe3YMBMqBIAzRMAIBCsCRgAAACCQeb0+LdycpY+WbNOP6/bI+4c7ccOQLmpQXde1S1a/FkmKCLWZUygAnA4BIxCsCBgBAACAymJX9iFNXpqhyUu3Kyvfddz5cLtVV7Soqeva1VbnBtVltZz0fh8AKh4BIxCsCBgBAACAyqao2Kvv12bq09TtWrQ567hRjZKUEBWqfs2TdEXLJHWqV0021msEYDYCRiBYETACAAAAlVlmjlNf/LpTn6/Yoc1780/Yp3qEXZc3T9IVLZLUuUE1hdqsFVwlAIiAEQheBIwAAABAMPD5fFq9M0efL9+hb1dnnnAKtVQyjbprw+rqeUGiejVJUJ1q4RVcaeDw+Xxyur065PbI5/MpxGaR3WpRiNXC9HLgfCBgBIIVASMAAAAQbDxen1LTD2jm6t2auSZTe/NOHDZKUoOECPVonKC2dWPVOjlWKdXDZRiVM1wrLCrWrmynMnOc2pPr1P4Cl7Lyi5SV51JWQcnXXKdbTrdHhUWew8Hiia9lMaQQq0XRYSGKjwxVQlSo4iPtSjj8PDkuXI0SI5VSPVwhTD8HyoaAEQhWBIwAAABAMPN6fVqRcVDfrc7UnPV7lL6/8JT9Y8JC1Co5Rm3qxKp5rRg1TIhQSvUI2W3mhWg+n0+5h4qVmetUZq5Te3JKvu4+HCTuyj6k3TlO5RxyV3htNouhlOrhapgQqUaJkWpWK1pt6sSqdmxYpQ1qgfOGgBEIVgSMAAAAQFWSnlWgeRv2at7Gffp5y365ir2nfY3FkOpWC1eDhEg1iI9QnWrhSowKVWJ0qBIiHUqMDpUj5MzXdXS6PTpYWKQDBUU6WODWgcIi7c93lQoR9+S6lJnj1CG352w+7mnZbRaFhVhlMSS3x6cij1duj/ekIxvLKj4yVG3qxKh1cqza1I1Vu7pxigi1lU/RQGVFwAgEKwJGAAAAoKpyuj36ZesBLU8/oFU7crRqR7ayC89uFGCUw6bIUJtCrBaFWA2FWC2y2yyyWQwVe31yub1yFXvkKvbKVfz/7d19jBz3Xcfxz3dmdnZv9+58D05sp07i1IlLaGkCSZOmpQmU0obSPyqgVBQkqFTgn7Y0UhFIVA2uKEhIRbQghJqKCokihT4ECgpVaas8QNJH0fQBJXZju7GdxL4Hn+9u7/Zxfvzxm71bO+fz3t55dm/v/ZJGOzs7szdz3q9393O/h0TLaRflrZQLTXt3FbRv15D2jha0eziv3SOxdpfymhyOtXs4r7FiTkNxqKGcXy41u3Yzcao1Es0t1zS1UNX0YlXTCzVNLVZ1dr6iY9NlHZsq6/TcckfnFgWmW64d0+sOTuqug5P6mevGuwplgW2NgBEYVASMAAAAADznnJ6bXfJh48k5HTmzoGNTZT1/fnnTLfo2qxiH2jta0J7RgvbuSpf0/jVjPlScLMUKMp6cpVxt6Ph0WT86u6hnzizoe6fm9L2T57VQbax7XBwFuv36cb3hpqt0z6GrdPO+EbpUY/ARMAKDioARAAAAwPqWa00dny7r2PSijk2V9cL5iqYWKppaqOrsQlVTC1U1ko1/RYgC03gp1kQx1ngpp4lSrPFivBoiprd7RgsaLUTbJoBLEqdj04v63+fm9NSpOX37xDk9/eLCusdcPZLX3Yd82PiGm3ZrrBhndLZAhggYgUFFwAgAAABgc5LE6fxyXcv1purpGIa1hlO9maiRJIqCQPlcoHwUKh8FfsmFKsXhtgkNN2tmsaqvH5vVE89O68lnZ3RsunzJfQOTbrl2TPccukp3H7pKt+wfU5hxy0zgiiBgBAYVASMAAAAAZO3F8xU9fnRKjx2d1uNHp9Yd+3KsmNPP3rhb96QtHK8eLWR4psAWImAEBhUBIwAAAAD0UjNx+t6pOT16ZEqPHpnSUyfntF6P85v3jaatG3fr9usnFEdrT1QD9B0CRmBQETACAAAAQD85V67pv380rcfSwPHsQvWS+5biUK99+aRe+/JJ3fnyCf3kvtFLzowN9BwBIzCoCBgvZ6eMCQMAANCJy3xGBLDFnHN6+sUF37rxmSl9+8ezqjcvXYfD+Ui3HxjXHTdM6I4DE3rlNbs0FIcZnjGwDgJGYFARMF4OASMAAMAqAkagtxarDT357IweOzKlR46c1cnZ5XX3DwPTTVcP69X7d+nV+8d0y/4xvWLvCN2q0RsEjMCgImC8HAJGAACAVQSMQP9wzunEzJKefHZG3zg+o28cm9WL85XLHhcFpgO7Szq0Z1iH9oysLNdPFpWjezWuJAJGYFARMF4OASMAAMAqAkagfznndHJ2WV8/PqNvHp/Vd0/O6dmpRXVatmFg2j8+pOsnSzowWdR1E0UdmCzpmrEh7RnNa7wYKwj4foRNIGAEBhUB4+UQMAIAAKwiYAS2l4VKXT84Pa/vn57TU6fO6/unzuu52aWunisXmq4eKejq0bz2jha0Z9Sv7xnx63tG87p6tKDRQsT3KKyNgBEYVJf8Tz/K8iwAAAAAAFtvpJDTXQcnddfByZVt5WpDR88u6siZBR09s6Bnzizq6JkFvXB+/e7V9abT6bllnZ5bf9zHXGiaKMWaLOU1ORxrshRr4oL1WJPDeb8+HGskTyAJAIOKgDHFX+kBAAAADJJSPtKt147p1mvHLtheqTf13OySTkyX9eOZJZ2Y8bdn5is6M1/RfKXR0fPXm05n5qs6M1/taP84DNLQMQ0f0wByohRr97APJ1fXYw0TSAIrlmtNnVuq6dxSTfPLDVUbTdUaiWrNxN82EtUTJzknf+PkJDknmfkxWaMwUBSYcmGgMDDlo0DD+UjFfKThfKhiHKmUj1SKQ0WM0ypJqjUSLVYbWqjUtVDxv/dqPVG1kfj1RpLeb+pdd16vcAcPL0HACAAAAAA7SCEXrkz4spalWkNn56s+cFyo6mwaPJ5pbZuv6OxCVUu15oZ+bq2Z6MX5SkcT1EhSHAUvaQk5VsxptJDTSCHS6JBfHx2K/G26PpyPCEfQt5xzWqg2dK5c07mlus4t1TS3VNNsua65NEA8t1Rfedw/VlO1kWR6nvko8GFjPlQpDR6H85GGC5FG2taH85FGCpFGCrkLH08fK8VR5mO6JonTcr2pcq2h5VpT5apfb4WEPjBsaLGSbqu21hsrYeJitaH5SkO1Dfzef/W2/SrGOzdm27lXDgAAAAB4iWIc6cDuSAd2l9bdb7nW1Ey5qtlyTTOLNc2Ua5otV1fWZxbTx9LHl+sbDCQbiV44X7lsl+61lOJQo0M5DcWhClGofC5QIQpVyAUq5MJ0CZSPLlyPApOZFJgpMCkITNZaN1Noq4+b+ZZhlg5J1t7Y0sxWBiq7eJ/27ZKtHGdanRvAJIWhb2GWjwLFYag4ClaX0N/m03Um5emNZuLSULC+cuuDwQvX59IgsbXeSPq/B6VvoVfTbHlzz2MmDcdtgWM+UiEXKI5CxWH6Gl55HUuSr7dWnUlSI3FqNp0aiVMjSdRInGqNxIeHrRCx1tBStamlWnPD/9dslWo9UTHuyY/uCwSMAAAAAIANG4pD7Y+L2j9e7Gj/pVpDM4u+NdZsuabpiwLI2XJ1ZX2mXFWl3n20CA4AAAxNSURBVH2LrXKtqfIGW1huZ1FgGsqFKsShhnLpEl94W8iFGooDFePIr+dCDeUCH8LmfPfYoXSffNR2fPoc+SgYyC7r9WaihUpD88u+ddtCpa75Sl3zF2xraG7Zh4Oz5dpKmDhfqXc8e/tmxWGgsWJOE6VYo0O51fC5LXCOwsCHc2lw3QqtnUvDuaZTPUnUaDo1E6dK2sqv1cKvXPUh3WKtsWXX5Zy0UG1oodrZ0Av9JgxspZXmcD5aqYV8tPqHiXwUKJ8LFIaDVx8bwSzSAAAAAIC+0wokWy0jpxdrml9eDX7mK3XNL7cCodVti9WtC0dwoaG0tedaYWarZehQLtBvnvrISivOL974EQWBKQp8C9AwCBQGWtkWWPpYYBdsCwOTc1LinBLn1ExW15PEqZmOM9hM/JiDzcSPi1epN1Wp+9uV++lttW3bUq2phUqjJ63dinGo8WKs8VJO48VYY8VYE8Wcxoqxxos5jZdi/3gxXgkVi3GYWcDrnFOl7sceXKr5bsPlalPlNChsdS1e6WqcblsZq7Dt/kaHUtgqQ7lQpbx/bZbiSMU49N24C5FG07BwOO+HW1jd5h8faevmPZTL7ve+TTCLNAAAAABg+yjGkYoTka6d6KyFZEuSOC3WfODYHjat3Dbat7UmafAhVJKGVYlzcm51PXFKH1udQCNJJ9GQfCut1fXV7XJS655zrf3cGsekO7dtr7cm72ibxOOC9Uaiano/K8t13/30nOrr7vf63NLK+gMvHL/Sp9VTo4VIE6V4NRwsxmlA6APDiXTs0PF0fddQToVc2OvTXpeZ+RascSgpv6nnajQTlatNLVTrK0Fk+2u32pqgppmsBMp+chqX1oxTGAbKpSF0FPqQOg7N/x8RtyanWQ0Th3Ihwwb0AC0YAQAAAADYppxzqjWTldB0OR2Dbrm13nZ/vcdbrfoq9aaWL3quVhA7iAKTRloTB6W3I22TB7W2jw5FF4SH40UfFjKhEHaYSya3BIwAAAAAAGBdzcSp2rgwdFyuJavrbSFlvZmombjVxflJOprOXbg98WMDJmt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      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "\n",
    "n_samp = len(trace['mu_0'])\n",
    "mu0_summary = pm.summary(trace).loc['mu_0']\n",
    "print(\"COVID-19 Global Mortality Rate Estimation:\")\n",
    "print(\"Posterior mean: %0.2f%%\" % (100*trace['mu_0'].mean()))\n",
    "print(\"Posterior median: %0.2f%%\" % (100*np.median(trace['mu_0'])))\n",
    "lower = np.sort(trace['mu_0'])[int(n_samp*0.025)]\n",
    "upper = np.sort(trace['mu_0'])[int(n_samp*0.975)]\n",
    "print(\"95%% posterior interval: (%0.2f%%, %0.2f%%)\" % (100*lower, 100*upper))\n",
    "prob_lt_reported = sum(trace['mu_0'] < reported_mortality_rate) / len(trace['mu_0'])\n",
    "print(\"Probability true rate less than reported rate (%.2f%%) = %.2f%%\" %\n",
    "     (100*reported_mortality_rate, 100*prob_lt_reported))\n",
    "print(\"\")\n",
    "\n",
    "# Posterior plot for mu0\n",
    "print('Posterior probability density for COVID-19 mortality rate, controlling for country factors:')\n",
    "ax = pm.plot_posterior(trace, var_names=['mu_0'], figsize=(18, 8), textsize=18,\n",
    "                       credible_interval=0.95, bw=3.0, lw=3, kind='kde',\n",
    "                       ref_val=round(reported_mortality_rate, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8kGfpMrGU1ML",
    "papermill": {
     "duration": 0.299949,
     "end_time": "2020-03-26T01:09:08.334686",
     "exception": false,
     "start_time": "2020-03-26T01:09:08.034737",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Magnitude and Significance of Factors \n",
    "\n",
    "For bias in reported COVID-19 mortality rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HUgv4QaNVOMt",
    "papermill": {
     "duration": 4.359289,
     "end_time": "2020-03-26T01:09:12.988787",
     "exception": false,
     "start_time": "2020-03-26T01:09:08.629498",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "\n",
    "# Posterior summary for the beta parameters:\n",
    "beta_summary = pm.summary(trace).head(7)\n",
    "beta_summary.index = ['days_since_first_case', 'cpi', 'healthcare_oop', 'hospital_beds', 'hci', 'percent_over65', 'percent_rural']\n",
    "beta_summary.reset_index(drop=False, inplace=True)\n",
    "\n",
    "err_vals = ((beta_summary['hpd_3%'] - beta_summary['mean']).values,\n",
    "            (beta_summary['hpd_97%'] - beta_summary['mean']).values)\n",
    "ax = beta_summary.plot(x='index', y='mean', kind='bar', figsize=(14, 7),\n",
    "                 title='Posterior Distribution of Beta Parameters',\n",
    "                 yerr=err_vals, color='lightgrey',\n",
    "                 legend=False, grid=True,\n",
    "                 capsize=5)\n",
    "beta_summary.plot(x='index', y='mean', color='k', marker='o', linestyle='None',\n",
    "                  ax=ax, grid=True, legend=False, xlim=plt.gca().get_xlim())\n",
    "\n",
    "plt.savefig('../images/corvid-mortality.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.294279,
     "end_time": "2020-03-26T01:09:13.603379",
     "exception": false,
     "start_time": "2020-03-26T01:09:13.309100",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# About This Analysis\n",
    "\n",
    "This analysis was done by [Joseph Richards](https://twitter.com/joeyrichar)\n",
    "\n",
    "In this project[^3], we attempt to estimate the true mortality rate[^1] for COVID-19 while controlling for country-level covariates[^2][^4] such as:\n",
    "* age of outbreak in the country\n",
    "* transparency of the country's government\n",
    "* access to healthcare\n",
    "* demographics such as age of population and rural vs. urban\n",
    "\n",
    "Estimating a mortality rate lower than the overall reported rate likely implies that there has been **significant under-testing and under-reporting of cases globally**.\n",
    "\n",
    "## Interpretation of Country-Level Parameters \n",
    "\n",
    "1. days_since_first_case - positive (very statistically significant).  As time since outbreak increases, expected mortality rate **increases**, as expected.\n",
    "2. cpi - negative (statistically significant).  As government transparency increases, expected mortality rate **decreases**.  This may mean that less transparent governments under-report cases, hence inflating the mortality rate.\n",
    "3. healthcare avg. out-of-pocket spending - no significant trend.\n",
    "4. hospital beds per capita - no significant trend.\n",
    "5. Human Capital Index - no significant trend (slightly negative = mortality rates decrease with increased mobilization of the country)\n",
    "6. percent over 65 - positive (statistically significant).  As population age increases, the mortality rate also **increases**, as expected.\n",
    "7. percent rural - no significant trend.\n",
    "\n",
    "\n",
    "[^1]: As of March 10, the **overall reported mortality rate is 3.5%**.  However, this figure does not account for **systematic biases in case reporting and testing**.  The observed mortality of COVID-19 has varied widely from country to country (as of early March 2020).  For instance, as of March 10, mortality rates have ranged from < 0.1% in places like Germany (1100+ cases) to upwards of 5% in Italy (9000+ cases) and 3.9% in China (80k+ cases).\n",
    "\n",
    "[^2]: The point of our modelling work here is to **try to understand and correct for the country-to-country differences that may cause the observed discrepancies in COVID-19 country-wide mortality rates**.  That way we can \"undo\" those biases and try to **pin down an overall *real* mortality rate**.\n",
    "\n",
    "[^3]: Full details about the model are available at:  https://github.com/jwrichar/COVID19-mortality\n",
    "\n",
    "[^4]: The affects of these parameters are subject to change as more data are collected.\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.318787,
     "end_time": "2020-03-26T01:09:14.226056",
     "exception": false,
     "start_time": "2020-03-26T01:09:13.907269",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Appendix: Model Diagnostics\n",
    "\n",
    "The following trace plots help to assess the convergence of the MCMC sampler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "papermill": {
     "duration": 15.937316,
     "end_time": "2020-03-26T01:09:30.493809",
     "exception": false,
     "start_time": "2020-03-26T01:09:14.556493",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_input\n",
    "import arviz as az\n",
    "az.plot_trace(trace, compact=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": 0.315012,
     "end_time": "2020-03-26T01:09:31.118644",
     "exception": false,
     "start_time": "2020-03-26T01:09:30.803632",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "2020-03-13-Mortality-Rate.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "visualization-curriculum-gF8wUgMm",
   "language": "python",
   "name": "visualization-curriculum-gf8wugmm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "papermill": {
   "duration": 294.138554,
   "end_time": "2020-03-26T01:09:31.422280",
   "environment_variables": {},
   "exception": null,
   "input_path": "2020-03-11-Mortality_Rate.ipynb",
   "output_path": "2020-03-11-Mortality_Rate.ipynb",
   "parameters": {},
   "start_time": "2020-03-26T01:04:37.283726",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}